{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display Proba-V Time-Series\n",
    "**Author:** René Kopeinig<br>\n",
    "**Description:** Display Proba-V NDVI (Normalized Difference Vegetation Index) Time-Series with help of Google Earth Engine Python API. Extracting Proba-V NDVI data from a randomly chosen point in Luxembourg."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "import ee, datetime\n",
    "import pandas as pd\n",
    "from pylab import *\n",
    "from matplotlib.pylab import rcParams\n",
    "\n",
    "ee.Initialize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Proba-V image collection and a point geometry \n",
    "Selected location of point is from the Proba-V Footprint X18Y02 in Luxembourg, Europe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "collection = ee.ImageCollection('VITO/PROBAV/C1/S1_TOC_100M')\n",
    "point = {'type':'Point', 'coordinates':[-99.545934,20.572173]};"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Retrieve information, reshape and calculate NDVI\n",
    "Retrieving information from point geometry with a buffer of 500m over image collection. Reshaping data and calculating NDVI from **RED** and **NIR** band."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "info = collection.getRegion(point,500).getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reshape image collection \n",
    "header = info[0]\n",
    "data = array(info[1:])\n",
    "\n",
    "iTime = header.index('time')\n",
    "time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "# List of used image bands\n",
    "band_list = ['RED',u'NIR']\n",
    "\n",
    "iBands = [header.index(b) for b in band_list]\n",
    "yData = data[0:,iBands].astype(np.float)\n",
    "\n",
    "# Calculate NDVI\n",
    "red = yData[:,0]\n",
    "nir = yData[:,1]\n",
    "ndvi = (nir - red) / (nir + red)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reshape NDVI array into Pandas Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(data=ndvi, index=list(range(len(ndvi))), columns=['NDVI'])\n",
    "df = df.interpolate()\n",
    "df['Date'] = pd.Series(time, index=df.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot NDVI Time-Series for the selected location in Luxembourg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uYWGN5sESnVN3PLnfAoCdwyUAwOWFOuarDv7sC4epqCN6Dirk1phTV4Nm6BvWyVo5X3NQbXrYNVLCrbuHYVsMh87TKWIvI4osse8WG3CLBRvyrWHxNhLOkQPQdnaOCDsRlkqpzLl+7Ean7s8jRY42Mr2IOAiww0KuC3WcXEd6MA5B9ALiIEscirXizuu2BPNZqU9uw1J3fZTy0bZ3R1jIXZqr4ZvHJvF3j5/FkYt0sE30FlTIrTEnJyso5S3sHCrJzxVlIbf6J0Fi9MCukTJKeRvbBouYXKC4+F5GKnJi0xyeB4gNuVDhhvsia2VmRc4NVT436pGrK4PrVfudr6RWkgLTe3DOYbFo3XTDWul68bVJEL2EOIgQvxOtuH3vMADgMBUCG5a646GUi4ryXcNlAMCl+brsCaZrFbHRmF5qvUfvSiHHGHsjY+woY+wEY+xPDF//DcbYFGPsUPjfb3bjeXuRU1eXcMPYACzlxlCww/EDa6DIidEDu0aCC5jFWCK0gugtZI8cj6sfIi17azhLbricx2if6JFrrZpFipwXPof4048Vcqr9Tjyv53Ms1mnQfK/hcw6LMankdsNaKdaRSxcZogfxOyjkBkt5DJZydDC6QeGcB4Wcoq5KRW6+RoUcsWF5x6efbfn13EqfgDFmA/gogNcDmABwkDH2AOf8ee1b7+ec/95Kn6/XOTVVwW17hmOfK4ZS/1rMkbs4Lwq54AJmWUjEyBO9RVMv5MKgEtsK1tVd12/B0cuLcl5hMWdhrq0iFzyGUOSi0JNgRp2AG6yVQBC4MtyXX/bfiVh7PD842LG62CMnVWKPrjFE7yHWr83aF3IAMD5QxFSb03NifXB9Dp8jZq0s5W1s6cuHilyQX0A2cGIj4fscz5xt3f7UDUXuhwGc4Jyf4pw3AdwH4Je68Libjrrj4fxsNdYfB6TPkXM9v+uNtxfmaijYFsb6A5UmUOTowtXLCLVMzHGT1spw8/HmO/fgs7/zY/L7R/sLbZMlHU8PO0nrkUuGnQCUXNmLcM5hWYAQH7pxMC3WkUhBJYheQmzqrYw7pbHBIqYWqZDbiAgnSTEX73fcOVwOCrkw2IbcA8RG4vR0BYuN1g6nbhRyuwGcVz6eCD+n8y8YY88xxj7DGNvbheftOc5OV8E5cGA8noCVNn7gL795Em/6yLe7+houzdWxY7gkT93JWtn76IqcsAOlbT629LUv5LyUsBM9tVI9vVQFZSrkeg9hrRQHAN3ocxTKLtmViF5ErNtcxkpufLCIq6TIbUjqjgiuib+XO4dLODm1JAtwcg8QG4nnJtqHJ61V2MkXAezjnN8G4GsA/rvpmxhjb2eMPcUYe2pqamqNXtracfpqIN3vHzMXcnpq5eWF6JQIAN7zpefxiW+fXtFrCEYPREErjHXHQkWsHw1t/ICePqizf7wfz12Yb7lRlz1ybmtFjitLVt2st0vFXC5fOHQBP//hx8gOvAoIayULC7luWIyoR47oZbw2h2I64wOkyG1UpCKnJZDuHCnJ/jiArlXExuLZ8/Mot0nN7UYhdwGAqrDtCT8n4ZxPc87F1e3jAH7I9ECc849xzu/inN81Pj7ehZe2sbg8Hw8aEeQsBoslFTnP42i6vrTOffXIZTx+8uqKXoOYISewGOtKzDixfoh1I97Hdklrb7hlO6YWGy2H18oeOdMcuZSwk5i1cpVmyd33vfM4cnGBbrargB+mVopl05XxA14UgEMQvYa4pmXukRssYrHuxq6RxMZA3MP0URI7h+P7MTrYJjYSz03M4dbdQy2/pxuF3EEANzHG9jPGCgB+BcAD6jcwxnYqH74JwAtdeN6e4/JCAwXbksmBAsYYCjkrEXYiTsQrjeACNFd1VrSBdT0flxfq2B0r5GiT1es0tPEDfpsG/de+dBsKtoWvHL6c+piu7JFLKnOx8QMphdxqKHILdQcHz8wEz0trtusEPXJMHgB0M+yECm+iF/HaHIrpjIcJwaTKbTyktTIX3/buUEZBAXStIjYOrufjyMUF3LZnpOX3rbiQ45y7AH4PwIMICrRPc86PMMb+gjH2pvDbfp8xdoQx9iyA3wfwGyt93l7k8nwN24aKsdEDgoJtJRW58IKyVHfhej4W6+6KNrCTiw34HAlFjk6geptkamXrzcdgKY9/dtMYvnr4cqpFUe+RU+fI1dLGDyhrc3oVCrnHjl2VN1las93HC3vkpLWyCxsaR86Ro7ATovfotJAbGwwOaalPbuMhFDmTtVKFrlXERuHYlSU0XD+RdK/TlR45zvmXOec3c84PcM7fE37uzzjnD4T//y7O+cs557dzzn+ac/5iN56317g0X8fO4ZLxa4WcnRgILm4iC3UH8zUn9rnlIGbIqa+Bwk56H7FuRG3jy6S19M3HG2/dgQtzNfzggnl4rSiYjKmVKeMHxPMOFHOrosg9/OIV+f+kyHUfn4fjB7porSRFjlgrHM/Hxx87lbiProTOFbng3kqK3MYjTZET1sqxgaAIX4MpUASRCRF0suqKHJGdKwt17ND82IJizkqEnUhFruFitrryQu5CWMjFrJU0R67naWrWSrFpzrXYfLzuZdthWwxfTbFXSkXOjadWNlwfdSXsRF2P4gY4NlDoeo+c53M8enQKwi1Kh6bdh4c9cmLT2o1iWYadhBbdR45O4mvPX2n1IwSxLA6dn8N//NILePRo94LS5PiBDnrkANAsuQ2IaAlI9sgFxfcNY8FYKFLkiI3CsxPzGCrlsG9rX8vvo0JujeCct1TkirmktVLMXlqqu5ivBRvjlSlydQDATrJWbioaKdbKVpuPLf0F/OgNW1PtlUlFTgk7UdZpLOwk/JmxgWLXFbnTV5cwXWni1l2BxYCGtnYfz+ehIte9HjlXGz/wsUdP4a++eWLFjyvwfY7f/Yfv46OPdO8xid5EXKvOKUnPK8XvUJHbGqo6pMhtPMR9Ui/kSnkbP3/bTrzx1h0AyD1AbByem5jDbXtGZLtDGlTIrRFzVQcN18f2oTRrpalHLvhzqeFiTihyK9hcXZqvYbicx0AxJz/HyFrZ86TNkWu3+XjjrTtw6moFx64sJb4WpVZy+D6XoSeJ8QPK2hFrc2yg2PUeObH+xUEIWSu7j8+DNRMVcit/TNeLq8SespZ0PJ/j44+diq2vdnzyu2fwpecu4akwBIe4dhFCypnpStceUyYAZ1Tk8raFLX156pHbgEQDwZPb3o/+qzvxpjt2AaB7C7ExqDsejl5ebNsfB1Aht2ZcXgjVsNQeOUNqZXhnWuyStfLiXC3x/BbNket5IkUu+FjOkWuz+XjDy7eDMeArhy8lvqamVarrUg87iVsrw0JusIDFuitPyLvBQj1Y/1vCxFdas93H5xyMRTOzuplaKf/kPHVd/ODCPP7jl17AN16czPTYJyaX8P98NWi3plN0Qlz31JlgK8X3xe9EtkIOCOyVpMhtPKKB4OaZXHYXQ54IYqW8cCkYs0SF3Abi8nxQyO1IK+RsCw1HHz8Q/LlUdzFXXbm18sJcfPQAQNbKzYA+fsDLuPnYNljCq64fNfbJqamV6rrUw05Mc+TGwgju2S72yS3UXADASH8+9vqI7uGvgrXSkX2bfvgnTxxYCSqN4D2+Eh56teNdn3sOfQUbN24bSLgZiGsP4UToprXS4zyzGiegQm5jEvXImbe9tk2FHLE+nJpawiv+/EGcuRq5CZ6bCILo2gWdAFTIrRmXRCGXYq0s5tMVuaWGE1krV6jI6cPILUbBEb2O6F9Te+Sybj7eeOsOvHh5MXYBAeI9cuLxC7aFuuOhESvkop8Ra1M0/M9WnGX8bczoihzdbLvPalgrPa1HLrDpmi841dBSeWWxfSF3fqaKg2dm8Ts/dQA7hkqkyBHy+ndhtga3S24Az+9MjQOCg6yrS8lDLM55114X0Tn1lIHgAhEORtcSYq05dmURiw03Zgt/dmIOYwPFVBefChVya8TlhTosFm1ydUxz5ER/yVLdxdwKw04qDRfzNSdRyDFS5HoesW7E2+iFg52z8LNhg/fXX4gnCcoeOdeXit9QOd9SkZPWylCRm+lin9xCOH5jpJxPPC/RHaS1UiaDdiHsROuRc30OxzU/brUZKHJTC+3VjIfD9fr6W3YgZ7Ou2niJjce3jk3hTR/5dsv3WU3tFcFeK8Xz/ZbpvybGBwJFTg+Ruv/gefzEf3mEDqHWCeEsMfXIAd1N6yWITpgJD73V/vDnJuZx+57htkEnABVya8bl+RrGB4vI2+Z/clPYidisLtaVHrllbmAvzQejB3Zpwy9txroyL4pYHzjnCWul34Eit3ukjELOSsRlR4ocVwq5HJquL5UToLW1squFXN1FKW/J01S62XYfn69GamWoEnvtFTlxE5vMYEt7+MVJHBjvx/6xfuRtKzVAhegtPJ/jkaOTiSLo+UsLeG5iXtpvTajr9exMdwJPPD970IlgfLCImuOhooX2XJir4fJCXfbLE2tL3fVQyFmpG2PqkSPWC9GGIg7JlxouTk4tZbJVAlTIrRmX5tNnyAHmgeBiE7TYcDG/QmvlhfCEMmGttEjd6GXUDax4H12fd3SKXMoZ+jNF2Inny96CoVKghonh9EDcliv259tC1Xm6srI+kSdPTcsDiIWag6FSXiqN+po9enkRjx7r3vyoaxE/3LTaVjetlboi56f3yAlrZZuN7mLdwROnpvG6l20HAORJkds0fPPoJN72yYM4emUx9nm1ZzcN9UvdCjzxO3A3CMRBlt4nJ65Z57oYxkJkp+H4iWHgKvYqWivrjtfyEIK4thGH3qKQO3xhHpwDt+1tH3QCUCG3ZlxZqGPHkNlWCZjnyAlrUzeslRfnhCJHYSebCbX4V8cPdLL5KOVtWawJ1JuZUOCGQlvjXNWRDeMmRW58sIhS3sq8YXns+JQxPv7/+Pvv4789egpA0CM3VM4rp6bx7/3Yt07hTz9/ONPzEWaEtZJ10VopCiw1iCddkQs2Ou0UuW8duwrH43jdLaKQs6j3aJMg3vulenzTK9ZMK+VVvRZ1K/DE83nmGXIC0T6hjyAQv07nuqQWEp1Rd7zU/jggaDOxLdaV657Ou7/4PN7+qae6/rjE5kDM3RWulMMXgqCTV+ymQm5DcWm+nhp0ApjHD4jN9FLDlcERKynkLAZs13r0aI5cb9OMDecO/vR4Z5sPUyGnrrOlRrD2hkrB/MH5miNnEZp65HIWww1jAzgxlZxPZ+Lf/9NhfOjh44nPV5uenEe3UHMxVMpBOJP13wPH88kSs0J8Hhzs2Cmq53LwFCUOEOMH0nrkgjU4X3MS61HlqbMz6CvYuPO6LQCAnEXWys2COJluJGaqhlbvFumkYr3mbYazXZol566gkEsocquQqklkp10hBwSOhNVQ5CYX6riSofeXuDaZqcYLubmqA4sBW/sLmX6eCrk1otJwpaJhomBbqTevpTCoRP1cp1ycCwrJnNajZzEk+hF8n3c0lJdYPxqxQk6oHpB9Tlko5S05Y0fgxgq5uCLn+Rzlgh0+Z/QzYm3aFsOBbQM4qRVy52eqePpsXHlbqDs4N1M1rjfH8+W6F4pcWv+WxzkpyysksJFFa2e5/bgqosCSipzH4fnceB1Tey9bxbc3XB99hZzcYBdyZK3cLIgxO2ltBlnCTq4b7euetbKDfmNBaiEnrJUzta68NqIzGq6fOnpAYFtMBn3pfO/0DJ44Nb2s53ZSrnkEASiKXHiAKQ4dsgSdAFTIrQmez+FzpAadAGZrpfjFn6k0sRT6q1eiyO0cSfboWYwlNmz/9MwF/Nh/fpg2Rz1ATJGT9rXOktZKeVtGMwvUm9liXShy0UFEfyEXfl+0dri05jEcGO/HxGwtpqx85Bsn8CsfewLPX1yQn3sh/P+qVshxzuH6XKZVih65tGQx36dCbqX44cwsaa3s4vgBGXrC0zfkajE/2WIEge9zqJfSQJGja9VmQKS36T27wjrbukcuWFv7xwZwbqaaOKBcDp26G4BgRIrFTIVc8CcpcutD3fFQzLVW5HJWuiL3ga8dxT0PHFnWc3u+L10JxLWB5/OWzhIVociJfVDdba8eq1AhtwaITUarQq6QCxQ5brCqCVXCtpJFV1YuzidnyAHmOXKX5hgaemcAACAASURBVGuYrTo0ZLcHaJislT46s1bmDD1yilVN9KsMlXPyc/2htTK2XpXhuQfGB8A5cFqZT1d3PTgexzvuPySf70hYyNW05xdKjizk6i6GyjnZ+6f/HojDEmL5+DzsEwnfw25shGUBp/1p2pBXlTVwZaGBZ87N4rc/9XSiaNfnJAY9cvTmbwYiRc7sEGhloRXLdf9YH6pNzzjLrVM8P1CpO8G2GPqLOXn4KhAHTeepkFsX6k4GRc5O75FzPI5TVyvLOkx3PN7xNYpzLnuliN7jvz56Eq/7wKOZ7qOidaouFTkfZSrkNhZNWcilb67FbBP1RqVvVrf0FWSaYCf4PseluXpi9ABgDjsRe6y0ovF/PncRJyYXjV8j1ha12JbjB3hnm49i3kKthbVSpG2pilyf0VoZDc89MD4AADF7pc+DA4ujVxbx/oeOAlAKuaZeyAWvZ77mgHMeKXLCWqkrcpx3pfC4lvF9Dosp1spVmCPXqtep1nTl8NPJhTq+cvgyvnrksizmBZ7PYdtqIcdaKjVE7zCTZq30MlgreaTIAd0JFfF8jlynlRwCZUe/r4pr1kylKV0OxNqRReVo1SPn+hxN15eF+BcOXcgc6OX5vOPeuydOzeAX/r9v4/gV2mv1Ik+fncXEbC3RG/mFQxfwN98+LT9uuJ489BEH2jXHQ7HNoYMKFXJrgNi0FFpE34qvqRsS/QRnbKCwLEVuutJE0/OxO8VaqT+ksEOZTqZcz8c77j+Ee5841/HrILqP2PCU87bSI9dZX0cpb6PRIuxkMbzIDJdbWyt9RZHbP9YPxoCTk9Fmyvc59m4p4y137cEnv3MGC3UHRy4GJ45iGLRALeSqTQ+uz4PUyhRrJSlyK8cPbWRRH+LKHzPqjYtbLE3KSrXpYddIGTmLYXKxgROTwSFAQn3lBkWO3vxNwVw4ZidVkWvhEhFr7fqtfQCikTsrwePB4Uan2FZyTaofnqc+uTWn7vhtrZVBj5z5WiL2Q8cnl7DUcPHv7juEjz5yItNzu57fcbKuCP5ZqNPYgl7kVHiIfVwTPb5w6CI+/dR5+bG45gGRtbLheCi1WasqVMitAaI4K7SyVoZf0xUW1SK3daCwrA2LHD1gmGNnmiPn8fjpucqFuRocL7v3l1hdxHopF7RCbsXjB6J1GFkrFUWuGFxkdCuweN5ywcbukbKmyAVf/5c/tBeuz/HIi5M4MbkExpLWyqay8RdzxYZK+dQgDo/TPMSVEowfYFLN7Y61Ml7A+bKQS25qKk0PfQUb2waLuLLQkDdA/UBJTxLM2cHmazViw4m1RaZW6nMt/fY9cuL3X6gu3RhJ4S8jtRIIFDndPRMfj1DBvU+cxb1PnF3xaySy0XC9ttbKXItCzpWF3KJUyQ6eTY7NMeF4nSty4p5I97Xeo+F6shf2+JV46JurjeAR1zwgbq1st1ZVqJBbAxxXxCK3UuSCm49qKfE4x4iyed7aX1zWZkUUcjsN1krWobXyVNjzpJ+YEuuDeB8CRS74XMeFXC6ZWhkfPyCslUqPXEGMH4j/jCoEHhiPJ1d6PofFGF553QgGizl8/LHTcH2Ol2wfhOPFL26qYnN+Nli/Q+UoqVDv6/R9nlCWic7wfXTVWukrKqk+GNy0Ia81XfQVbIwPlXB+poqJ8H3Xr0P65lpcVx0KE+hpXM/HQl0ocmnWyvQ1Ke6NooUhbfku1h1cms+miLnhNatTbENohs+53JydulrB+x86is88PdHxYxPLo5FBkbNaFHLiMOHElSUcCwu5U1OVxLxA8892nlopCjnq/+09zk5X5fVHV+Q8349dx0RiZc5issUky6gMFSrk1gDZI9fCWil65HRFTrWzLVeRuxAWcp1bK5OPdXpKFHKkyG0ERCFXyluRIsc723yYUitdUyFnUOT0geDqBvvA+ABOTVXkBsvnwXrL2xZ+4qYx/CBs5L5rXzAPTFXlVAuV6EkIUish/44qHqVWrhjx/kVz5Fb2eOoaSvTImcJOmh76CjlsGyzi0Pk5eV3SNzKBIhddS8XGnWbJ9TZBP2zw/+lhJ6165II/RWGfduj5wa8dx699/MlMr8n3OXItetvTMMXY+35gTx/py+Ofvn8Bs1WHDkTXkGBz3F6Ra9UjBwTWyqOXowPKp860V+Uc3++4IKs3SZHrVU6GbQFDpVxCkQuCb6Lf+9nQWrlzpBSNH6DUyo2HI62V6TeEQloh1xdsnm2LyaKuU1Xu4lwdfQU7VhQKLGbaFId/Gi4gIoVQt74Q64PskSvYUcHUoSJXLrQeCL5Yd2GxSIUDlB453VqpFJD7xvpQczxcrQQnlmoIy2tuHg8fx8ZLdwwBiAeeqBu2CanIKXPk9B45TorcSvHDA4Bo/MDK/kFVe67slRPjB9zkY9eaHsoFG9uHijHFzhQaoZobxMa9G1Y6Yv2YVXpFkoVcaK1sNRBcU+TS+snnqk1cns/WP6f3Y2bFVBCIHuLrRvtwPNzo0YHo2pFpIHhLRS74/InJJbx4eQEv3TGIYs7CwTOzbZ87CDvp7PokNvU0f673EE6k171sO45dWUy0oDSVol4EPO0aLiuKHKVWbjiyjh8A4jcwz4+slSPlvJwN1qkqdykcPWAaLmhKrRQfmwrGM9NkrdxINA3WStfnnc2RC62V6sXG9bhUiZcaLoo5O3aaKVIruabIWcrz6kmsahjKa14SFHIv2zmE/lDdUws5dSN/flYocjmaI7eKeDywWqcVy52iK3Kq/dU4fqDpob9gY9tg3AKuv9e6IpcT/cVUyPU0s9WoV0QPXxJqRss5cjzewpB2PXB9jkrTy1T4B+MHlqfImXrPGWPYO9onP0cHomtHPfNA8JR14wXBNzXHw1NnZnHr7mHcvncEB8/M4MXLC3j1e78uLZemn/V5Z9dUWcjRfa3nODVVwa7hEm7fO4KFuhubKelqRb2wVu4aKccGglNq5QZjuYWc6/tSRRvpy8vNS6cb1otzNRnrrWMxlrBQikVmuqCdImvlhiKyVtra+IHsm49iXvRnxg8RymGxtlR3Ucxbsf4CMUdOXTu6IifXq2KrE4cJO4fL+PlX7MTP37ZTnjypQ8FVG8qEsFaWW4WdUCG3UjjnsBmiEQ8r/OdUwx5cz4+9Z7pFzvc5ao6HcmitjH3NcNCkmhuE04F6SXqbWaXpXz8obGXJFYh1kmtjrRSPpc95S/ve5ShytsUS65HzIFzsurCQ6y/YdPiwRrieD8/nbZMATWmjAs/n2DfWDyA4UHjJ9kH88L5RHLm4gPd86QVcWYiSdhPPr4U+ZUEcbFKIU29w5moFv/4338PZ6QpOTi3hwLYB3LQtGIVyfFLNCojbbGcqTQyWchgq5WKFHFkrNxjNDGEnph453wdG+goAgj/Fj3eqyF2Yqxv744DAWqmn06VZK+uOh4thkzgpchuDplLIifdxOeMHgPjpsONH0v5Sw0XBtuQaBaJCLm6tjA8i19cr5/Gvf/RX78Tbfnw/yqFNs+ZEGysnpsgFa26wpIadmBS5zH9lwoBurVzpSbCjWSvVgyF9Qy56NPsKNrYPBYdOdooDwfXis73E/7fa5BMbH6HI5SyWuL84GcYPJKyVbQq5xQyx7p0GRwlEkmrs9YW/X6/cO4Lhch4/87LtCeWRWB3q4bppp3LklN7GR16cxO/c+7T8msc5XrpjUH58845B3LVvCzyf47HjVwFECc86YuPeiU2yTtbKnuLps7P41rEpvO2TB3FicgkHxgdw4/agkFOVWtfjsQOc2WoTo/0FlAq2PMyuOz6NH9hoyPEDufYDwWNz5Hwf/UUbFguslULh6OQXu+F6uLrUwK7UQo4lNsBpc+TOzVSDU0VGlpCNQlpqZSeKnLCbqIEnns9lIVdpBoqcZTE5JqMvn2atjB5XTz8MUiuTzy9smrVmtKbU34OZShOlUBGU1kqDIkcDwVeG5wfWShYWcyv991SvU26bQk7cwPoKNsZDRW5fOA8sMTNQW2d5zcJL9CaiR277UCnh+BD3pFbvsVhSeelcMX+fOBhYyDCUWw9wyoppsLTPg8+/4eU78Myfvh47R0p0ILpGiKIoU49c+LYdPDODrxy+HDsg3dpflNenl2wfxJ3XbwFjkPfKxRSVV6yFTvrkaPxAbyEOos7NVFFperhhvB/jA0WM9OVjipzrx8NOZipNbOkroJy30XQD5ThLMI8KFXJrgDhFbGmttIMLgVBYOA8UhpxlYaCYw3BfXtqJOinkRFN3aiFnmiOXosgJW+X+sX6yVm4Q1B45df5fZz1ywdpTA09cj8ubHueQtkpxohmlVkaPk7RWCoueYvk0KIWRtVJV5OJrb6gUWIzTovE9vzsDrK9lOI9CRGxD72ynqPaRoNk/+riphZ1UG9Fg+31j/dg7WsZrbt4GIJmeq6skeUukVtKmuJeZrTRRyFkY6csnDgqdDnrkcnb8upP4vnBBraYiZ+q18v1oPItlMRRzNhquTwdQa4As5DINBI+3loi153o+bIvhxvEBDJVy2D5UxFApj9/4sX3481+8BUArRS60VnZw2BQpcvHPO54vk8iJjcNMpYmcxfC+X74dtsVw+54RMMZw07YBnLgSH8Pk82h9CUVOHGgvNVy4Pidr5UZDpla2GD+gp1aKNzlnMbzrf3kZfvXV18O2O1fkxC/8LsMMOUDMkYt/Th0srSISK1+6Y4hOEjcIDddDzmLI2Sw6OezwFFlcMNRZcp7P5YUFiAbWi4JOplYqa8TTevNsrehKLeSEIpcyfgCIRh/oxaGAwk5Wjvr+WIwlNhCdEg878WMKf0KRC221fYUcBoo5PPbHr8U/u2kMgHnURHz8gEitpPe/l5mtNjHaV0Apby+rR47zQPFPC0QSiHWZtZBbzhy5nGUl1Bf9+mdy4RCrg7i3tbNWqr2Nuoomivp/85P78Uc/+xLZ7/3nv/hy/MoPX4dy3sZSw6zyOn78MbNQC1+zfv37p+9fwOve/ygqGXo8ibVjttrElv4C/tdX7saRd/8sbt87AgC4cdsgjk1GyZWudBcEf85WHKnIAUGqLoCOFLlc+28hVoqcI5ehR04oXeIX3rIY7v7h6wAARy8HPttOCrmLc6EiN5zeI6dvgMVz6yfh52aq2NpfwNaBAhVyG4Sm66OQs2InwH6Hmw9prVQVOd+XBRYQ3QDF9/Yb5shxblbkokIOxgJTFIxVw/gBEeMthpFHxWH8McT4Ac65MZ2VaI+6abWsblgr4wcDbqtCTrFWCqyUDbkediIUGNoQ9zazVQcjfXkUc1ZyIHiGQk6s37RAJPX7AGCh1t5a6fHO3A0CoyKnHbAVlYCzdoOqiZUh1lO7f+ecxRKH6Y5S2OUshte+dLvxZwdKudQAHbW9ICtijpw+j3Cm2kTN8TC12JC96sT6M1MJDqKAuIX3utE+zFUd1JxgTqoIAXM8H6W8jYWag8FSTv7MTBj6ROMHNhjiQlDIkFopLiIygUu58Iv/7ySE4GKoyO1olVppUDdMz7PUcDFcDm+01KS9IQg2AVas13H5ipy5Rw6INh3FnBUWjsHH6hLRbUjJQi6yFqmI5zGNH9g6EFwYhSInhBhT2In+eojOCFL1IkVupQqnE0utjCum+oa8ZijkdEVXfSxVkSvQHLlNwWwlsBgFhZw2R87L0CMXOgJEIZe2fCNFLkMh52NZ4wdyNksocqIHVSALOeo3X3WEIpdp/ECKctLOZjtYzBlVXs55JkVZp5ZirRSPNa2kvBLrz2zFwZb+5KxmEb4kD6OEOhteyxpuUNCJg/O5sFe4SIXcxkKqC1kGggsvdfhmqxcOeULdgYXo0nwNYwPFVL9tMH4gaV1S/xRUGy7KBVt6+4n1RyhyTFFWg41u54pcLabI8ZgiVxA9cjkb5bwtQ0ti1kofMSXQ0g4e0gaVG62V4Rrf2h80loseuVZhJwA1hq8En0dhNN2wVsbXhtYjp13DIkUuOmEWtZpZ2Yg+FnHzFHbS28xWg6b/Ys5OFDdiDbQaCM7DMJF21spOUiv9DhOABSZFjvN42JNQh6jffPVpdBJ2Ivc/wedcTZFLI02Rc7XrYFZk2InhIAsAppcaiZ8h1o+Z8PqlY2v7drWo9/0gwbKYs+QhplDkqEdugyFuPh0pcoZCbjmKXDB6wKzGAcGGTX84aa3kyc1WX8FGMWclkneI9aHhekGao1KQq4O3s1DMmXvkimGBGHxPZK0MCrlkr5puHZLzyBRrpcnyWbADa2g87ERX5HRrpfnwodV9cq7axAPPXkz/hmscL9Yjt/KiWB8Irh5A6T2Q4r0vGxQ5k/U7F+uRC8NOOkiEIzYes9XgRLuYX7610raY8ZDJ9FhpCYPx7/W7mFqpWSvzydmxxOogEpnbbY5zSo+cpyhy0X4sfQ83UMwZw07U3t3lzJFLO7ScIUVuQzFbCXrkdMS+XfZcCneBH40hKOYtuTZF+mWpRaaGTlcKOcbYGxljRxljJxhjf9Li+/4FY4wzxu7qxvP2CnIgeKuwEzt+URdves6kyHWwYQmGgZv74wDzhi0t7KTadNFXyMkbEPWkrD9NL1DkLEuxVnaYtCbnyLlxRS5nW7KvM7JWBhYAsRZ1a6X6tPoFLG38AGMM5bwdGz8gLnbjA3FFTjxvmh2YI/1G+cVnL+L3//EZugGm4CuKarCeVljIefGDAXVDol87TNbKXMo8MN+Ph+qINdpqxhixsfF9jjmpyLWyVrYu5BhD2/EZUWpllvED5r7edpgUOY+TtXK96MRaKZ0tyuGB3I+1cFUNFNMUOd/4/+1fs3mOnFi/ZK3cOPg+l2FNOrYch6Ipcq4vr3PC6QQohdxaKnKMMRvARwH8HIBbANzNGLvF8H2DAP4dgCdX+py9hpwjlynsJN5oa5kUuYzXAs45Ls7VUkcPiMfXD4nU0AyVSJFLDpAm1oeGE/XIRfbCzvo6TGEnYoSBWLNCMe4v2ugrKNbKxBy55MGDqhSmhbCUC3ZsILiw3o2FM3tkamWaIsfb98iJ360a9Xca4Zq1sruKnB87gNKLroop7CStR06zOMnUyg5Ou4mNxULdgc8RWSv1Qk4LnjChKl62cj3UEQrJwhoPBE+zVtKB6OqTNezEtljs4BGIz8BsFSI2UDL3yLlar3BW0ubIidc3vUSF3EZBXr+yKHJKGmq0Li3ZViDmaXZSyHUj8uaHAZzgnJ8CAMbYfQB+CcDz2vf9BwD/BcAfdeE5ewonnJnUKrWSsWDTbBo/IBAXkaynOgs1F9Wmlzp6IHhe0xy58EJmtFbmEkUnsX5IRU45gXZ9v7M5cobxA044M0fY1sQN8B2vvxnVpme0vaXNkVP719JuhH0F25hauTW8MOqKnGmOnP56dMTXKKjHTNxamTzg6fjxtN4Qdb+aDDsxWCtT3+v4OhKn5DRHrncRm5ct/XlcnEuGabkpc+ROX61gx1AJ5YIds5RbVnqPZ0eplf7yxg/YlmXs7TSNH6Dr0eqTXZGzYgUcIBS5KEU5jcEURc7R0nuzwDlPVeTEweh0hXrkNgrC5TNqCDvRsy3Eumq6XIohxZwVKXKVzscPdMNauRvAeeXjifBzEsbYnQD2cs6/1OqBGGNvZ4w9xRh7ampqqgsvbWPQ9DzYFmt7slfIJQs5y7AxzqrOixlyu1spcoYeudSwk6YbKHLS2083oPVGKHLx8QOtTw510lIrcxaTSpzYdLx81zBetW9UWoTUJeJpljddUWllUwqslck5cmPCWil65NKslYoamYbY2NEJuBlVybVYUpHvFLWwcn0eO4AyhZ3YigIcvIaUYBtNkSukhJ189fBlnJ2urOjvQKwNYiM00lcIe+RSFDk3vin+hQ8/hr9/8mz4cbR+Ww207yTsJFDkOvzLIBqbouL7iB10UY/c6rFQd3BVCQPJOhA8p4adyJj4SJFrtYcTYSe6pVfdR2U9hG96fqxVQkWsK/E787Xnr+D+g+cyPS6xOgg7pCnsJFLk/FiCaaDIiR45G6WCFXusDTV+gDFmAfgAgHe2+17O+cc453dxzu8aHx9f7Ze2Zjgel8pGKwo5C00vfgqjerLVBZGFi3IYeOseOdNGCUhulitND31FxVpJN6B1p+H5KOTs2GD3TjcfoqlWVeRcP4h413vkBOJ+pm729ZCVnKao+L55/AAgrJVxRY4xYDRU5AZLurUy/vOmNVt3PPzh/YcwuViPfY0swWa6ba1UXQWez2MHUKY5cn0FO9ZDJK59iVRdzcKbpsj9n//jWdz7xNkV/R2ItUEMwR0NrZV6mJanRcEDQKXpotL0MB8qa76vrt/0g4iOxg9w3jLgIo0g9TW5btXrH91HV4/3fukF/NannpYfR4pc682x+r6p4RTZeuTy8Hweu48GP9+5tbKu9IunOaauhtbKv/zmCXzkkROZHpdYHWYqwbVk1GCtVA+f1WuC43GjtXJuGdbKbhRyFwDsVT7eE35OMAjgVgDfZIydAfAjAB64lgJPmq7fsj9OEMxn08cPKCfUKWpEGhfng0JuZ5vUysSFQjZlRp9zPR9N10dfPkdN2huIhuOFPXLBx5zzjufIBaEmTCZ7AckeOb2QMyljWebIpb0u3VrZ9DjytoVX7R/F//aj1+Ou67cAUObIpYWdKEvy+JUlfO6ZC/j+2dnY66CNkxnVRmYbemc7RShkpbwN14srcqY5cmp/HKAU7YaNjHo5zafMkWsqzeTExkaoCyLsBIgr566ijgiqDS/2OU+3VnZBkfNXpMjF1x7XrJWFHDlbVouZShNTi0lFTr+P6ajvm7jHOB43pojrDJSCjfhiI35AsJzxA/ooIBXxGDOVBjyf48VLi5hcaKSG+xCrTytFzpYCTHwEj+OpYSeWPFAX18LiGlsrDwK4iTG2nzFWAPArAB4QX+Scz3POxzjn+zjn+wA8AeBNnPOnuvDcPYET9jG1I1Dk4tZKk8KR9VTnwlwNBdvCWDiLy4SwVnKevNioF51qeGHpjylydANab0SPnBoCspwG/VLOljc7If8HPXLxsBOB0VqpWPOAyBon05pahZ3kc3FrpRccfgwUc3j3L92K/mKb8QOGOXL6gURUyNG6NaFaX1kXrJXi37uYC/pOWg0ErzpebIYc0KofUhs/YImNf3JN0Gy53mBO6ZEzHRTKvhJNkQMitU4NW7Kt5HzU6LFEamWW8QPLnCNnCDvRreV0ILp6BMpYdJ1vhIfp7ULA1PfNmFrZpkcOQGIEgXrA5CyjkEub8ztTaeLMdAU1x0PD9TOF9xCrw6zskWtRyHnxQs711B45GznbQsG21ie1knPuAvg9AA8CeAHApznnRxhjf8EYe9NKH38z0HT9lkEnAlPYiW3YGGedI3dpro6dI6WWFy/xmHqMPBDfFItNdjnWI0c3oPVGplZaUWGlh45koZi3pSVEvP95W+2Ri19UjNZKn0N1nkSKnPh6eu+eyVppsiO3CsAAkgohgMQJK22czPiK9UuN4V4u4t89mDvpxw6gmm78sWtNN9ETkFa0+1oART4nbpTR+yoOI2jWZW8wU20iZzEMFHMo5pOWQ9dgrRSKnJx7qhxgtQrrEeup5nhtA3J8f3nWSrXXSn1eslauDa7PY/+udcfLpHDEeuR84Y7ylf1Y6zlyABKBJ3FFLtt7rR5qprUROB7H907PyM9PhS0ExNozU22ioAz1VslZ0YF2bJaqp6RWhmuzXLAjJ0ubfs7Ycyz7lStwzr8M4Mva5/4s5Xt/qhvP2Ut0pMi1KOTS5iqlcXGuhl0tZsgByoacc1iIP35MkQsvLP2x1EpSNtabpheNHwCC91Gfs5WFUj5KilNtvTK1Mr8Ca2UstdL8/H15OzEQ3HT4IWZEZQk70dcxWStboxZIwTiLlT2eq1gr9TlyaT1yKmlFezDjUHUqiLCTZDocjSToDeaqwTBdxpjx/mIaCC4UOTnAmUNbv+k9csGcuUCVM52iCwKbeud/HzXGXqBbK+k+unr4XFfkvEwKh6UMclftvNE9Mf1nhbUyqch13iOnHmqmZRgAwLePX5X/P7nQwI3bBjM9PtFdZivBDDlmOKgWezE98MvxfDn1VlwLynkb8zUHFkOmXA35HMt/6URWnLDfpx3qIFRT3G3aXKU0Ls7VWvbHAYgpOQLfYFOrNKJ4cJojZ2a+5mBitrqmzxn0yNmxglztFclKKW/LHjk1pEJaK7X1axmslXq8drQRjxSx1NTKgpZa2eJ3xjYFCYgeOaMiF1k7gWt741RpuKkqVcJa2aWwk0LOis1iApKFXKXpxUYPAOkJpbpFNy/DTpQNk8GKR2xcZipNbOkLAo10pcr3uXSMOIqSKw5+VEVOXF5sK90a7HlcjjNpF3iiJ/FmxaTIJayV5GxZNVwvUOTE/aDu+Jni3OOKXHR4IO5hWRS5xYQil7QIt6PewlqpPsZ3Tl6VB2CTizSOYL2YqTjGGXJAPPQtGXYSWSuBaPxOOW8bi8I0qJBbAxpZrZWKIic2LzFFLuWE2oTr+bi8UG85egCAtHqomyV9ICYQnRD1Z5gj9+4vHsETp6bbvsbNxv/79WN46397Yk2e62PfOonPfX9CmSMXFVauz2F3cJoDBIpcPRG0o1grtZugad0kFDktYdLzkXpxMlkr01RsPciAcy4LylaKnLghXssbpzd+6Fv4m++cNn4tZq1kLLV5/h+/dw4PHbnc9rnE/KRiqMjpjd4qtXC0iYraJK6ijx9gjCFnsdhjinWZ1Vr51986hf/78z+IfW5itoqf+9BjOD+ztocz1yKzVUcGBei9Y05KSE6lIQ6ekgdFrVJXPc5l0diuT245NnUguEaZ1q1aE4rDMToQ7T7RoV3wb1t3vExWNVOPnNrb1LJHLk2R85N7q3bErJUpYXRA0Fv6Ywe2AoBMZybWntlq0zhDDmjRI+f70gUlrnlCNe6kPw6gQm5NCIIb2t8MCjkbjfBGJST4VimArZhcbMDnrUcP3dIxvwAAIABJREFUAMlACiDa8KrPE1PkWsyRm685+OR3zuD+g+cTX9vszNccXJirYSFDrPVKuf/geXzkGyfQcOM9ckHM+zIUOSXsRGx+c7aaWmnuX9LHD8TCTkTCpKKWpZ1n9OUDb7jYqDle+lBzmzHteaH8v1JY8vgNWc6Ru4YLuSvzDVyaN9/wVUXVFJ8OAJfma/izLxzG3z/Zfm6R+PlSqMiJ98xiyWCSminsxLDGRO+brpLkbcu4YcpqZXr81DQePxk/fPqfz13CC5cWcHJqKdNjEMtnrtqMCjnt/qKuQ1VhrerWSt0anPJr7vocI+FztbtWe5y33LynYVbkuDZew0LOYte0Q2C1kDb6sEhuuH6mHjnV7SH+bHq+cT+mk9YjF7d8Z7v3qAnSibATj2O4HBUNd+0bRTlvY3KBFLn1YrbSNCZWApH13+dc6xNX58gF3yMOM6mQ24Bk7pFTw04MilwnhVyWGXKA2iMXfc6UAChOiPrbzJETp9fPTcy1fY2bDXHBPXN19YcQuz7HqasVcB6sm5WMHwBCa6UT3zjFUiszWSv1lNXgZ2R6ZKvUyvACJlS5ptvCWmnFN2nq74P6myEPJDwt7OQa3jjpoSMq6vsXWCuT3/M33z4Nx4v3n6Q+V/g8uiJXztuxwc7ie/UNs+l6J/5X/96czWIFuhzmm/EEvNp0E9fVb7wwmXh+YnVQrUn6/cXRNj+Cih52wvXxGSmKnJ9U5Jquj3d/8QimlSHSnAeWzuVYK20rSGpVVW3OkegRLiouHKJ7iN9ZURBlVeTEIPfY4GYvStxtVdTLHjmtkNPtdFmIh50krZXjg1ES+ct2DmHbUJGslevITLWZ2msrtjF6j5wayFO0I0sl0NnoAYAKuTUhLbhBJ7ioJzfTAj08ohUXwkJud7seOYMiF51wRt9XCS8s7ebIiR6xU1crmQaubibEhuL0WhRyyg2hmLdiNrRgw9C5tbKmWStzFkN+BdZKS7mAAcm0QRVZyDXFbChfPreOpfVvmdRk9XnFP9W1kFr5nRNX8VufespYfPg+l9ZbE2oYjW0lrZXzVQf/ECpxdcPm8w/vP4Qv/+CS/FjctEphaqV4b4JkLq2Q83li2G50vYs+Z7ouAsFBg6kXRS8Y06g1Pc2y1MTT52Zjj0WsDpzzUJETPXLpipxjUORUBSWyVpoLcLFBF0XjQjhM/MTkEj75nTN4XGkJMI0AykqUVBd9ztQjXMzb17TVe7XQFbm6ky3sxJbqSTz12E257qgUczYKtpWw66r36qyHQvUWYSc+5yjnbWnlvGXnELYNFslauU64no/5mpOqyIk15Snpp4A5tVJaKztIrASokFsTso4fiIedrFSRC36pd7ZNrQweUx2krM79EtSaathJurXyXKjIcQ4cubjQ9nVuJsT7cmpq9Qs5dUNTsC1p2RGf79QOVMzb0q+tRi3L1ErtwsIYSxRUery2br/0WxSYwlJQVQq5NDuyrdmWYoqcYdMv7CzXQmrlk6em8eCRK3jqzEzia9JqavCcCfWBtbBW3vvkWVSaHvaP9cu1ovKVw5djcdjiGlbM2/CU/oBiLlnImYp8GXZieK/1DVXOZrEgDNkjl9HKVGl6sWjoR49NGdN7ie6z2HDh+lyeaEtrpTxYisZYqIpGRblWAOH1RRRyKYqceC/FpktsusVjqO+1WK/LU+TEwZqiEmvWSvF3upYdAquFeO8iRS5j2ImSDC7eu6YbbcBzbUZRDJRyWGoxEDxzj1x4fS3YllGRsy2Grf0FjA0UMT5YxLbBEily68R8zQHnkAdROlG2Rfz9d5Q5csLxFFkrSZHbcDQzplbGwk4MzbVpc5VMLNYd5G0mBymnoaYdClQFRVBRrJU5O1CAzNbKmrSR/mBivu3r3EysqSKnvDfFvC3Xhjj963j8gNojp6w9UbSbrMF6oICvpWXqBw9+ix65cj5Yp+KUvZWKbWthJ16KOqc3rV8L1krRY/uVw8kwklaR/OJTdmwjHH297nj45HdO4ydvHsdte4aN1krH8+P//sJaKXrkeKTImYZ368WZXNN+8r3WVZK8bcVCMaK4+uxWJnUdPfLipDyUIEVudZmrBBvfkT6ztVJc0/oKdrxHrhFX5GKKckrYiXgvR8pxa6WpkMtip0vDFExmckoUlMNbonuIvYu4TtVdT84nbIWaDK5eL6P7auufHyjmWg4Ezxq+VGsG39dftA0JzUH/+I3bBvHqG0YBAOODRUxRj9y6IAZ4p6VWRmvK10ZR+IlB9WUKO9m4OOGsr3YUcpa8UcnTQMPGOMvGIkh2a/+c0fiBpD3NNEdOSL7FlBvQuZkqbt4+gN0jZTx34doq5PwWhZznc9zzwBGcmOxOcILj+RgbCHzywRy54PNi/XTeI2dJu1wUtRz1yJnWrz50N22OnFR4M1grxY231eGHpYedGDZfgNKb58XX82beOAlV6sEjlxPWSNMsLoH4dxNvn662fubpCVxdauK3X3NDWPTHH4NznhwxEP5/IRecKkdz5azEazCtDRmWYygOTWEnatEmvi+rIqf3yH3v9Axu3TUcvrbNu142AjPhRkikvqVZK8v5QMkV61oqcqq1UumRMx14is8V88HwXmH/1++76vd2ei1Vf8bVrk26yaCYsza11Xu9EL/34lrfcLLtwXKKkhoFJnWgyBVzbQaCZ1fkCraFnG0lx6/4QdjTR3/1lfjAW24HAGwbKmKx4cZ664i1YSY8iErrkRMqr2mOXMP1YutSHT/QCVTIrQGBupAhtdI2KHK2YWOc4WLgGMIDTDDZIxd9zhR2Um0E8eBiAxXcgJIXjfOzVezd0ofb9gzjB9dY4ImqyOmb6OOTi/jb757Bgxli2zM9l8fx+lu24SduHMNte4blJlimay1njpymyOXt1oUcY61TK/XNTKvgAN1a6bZT5FJujrGeFE2BErXDZt44Nb3g3+/SfB3Paoq4LG4MKpX4N1StlWoB/tePncLte4bxozdsDYv++O++rnoGPxecHOfDAAFxXREbchXfTypyMizHoMjp17a8zWKn3eL7VLtlK6pNL35w5XjYOlAInz/TQxDLRJxoj+jjB7Q2g1LBBufReoh65CI1TVxfmHbIJIhaFiyUldmZjnbYAwBiz9Vpv3Hw+OEpvNYfpT9WMWdvaofAeiHeRnFPyzoQPNpjqamV0Qa8XVE/UMphse4GI3GUHjtBJ3PkSnkrdWZq4JaJgue2DQZZCNQnt/bMVEJFLrVHLqnyAtEcOTV/oEyplRuXzD1yeUOPXCwFsBNFzs80S8xkrdQVDCDY2KhznoIbUHIzNjFTw3Wjfbh19zDOTFcxX712Ak/Ev9dSw8XUUtzmcPTyIoAoTXSlOJ6PLX0F3Pubr8aN2wblBsZZiSLneIGy4kWbHZlaaSjk9GQ4feaSPsDe4zyR2iYQJ1CxHrmc+Zstlm6tVAtofR6ieK2beUh00/UxWMohZzF85fCl2NfEhsKkUol/NrFughEPwee+evgyzk5X8duvOQDGGEp5O3Hy6xquGa4XFGciwU+OIzCkVpqsleLDeN9S8HP6gUDOiqt8YnPvZFDTPD+4ocZOzj0u3QekyK0us+FGaFSOHwitlaJHLnxfxf1HFF0ytdKLDooiRc584BkpKyyWGOlo993g/5d3LRWPD+jXpuQczTRnC7EyxHtXd6I/M82Ra6vItV4Lg6Ei98CzF/Gq93wdDdeLOQWyWys9lAt2IqE5eG3Ja+W2MMWS+uTWnlnpKGg/EFyfpRooxdG6pNTKDUyrBD6Vgm3LDY/J1mGyQabhZrVWGlIr1bh4QaDIRf12atEpmFxsoOn52DPah5fuGAQAnLx67cxgUjfIp7XAk2NXgkLucsoMr04QNraccjiwUmtlOW/D58EmSb1pyYHghptgZmul2iOX0VoZKMrpilzcWhl9zaTIeTxeZGzmE3DH49jSV8CPHtiKBw/H7ZXi72/qG9OtlYxF/24Hz8ygv2DjDS/fASBK2lMf25GqSPSYrh/YY3M2i22MSnk7UUz7flL5EIE6JpUkochpQRidzJETyo66phw/CkegHrnVZTY87EsMBHfjDgGxyRFrR86RUw+KwkuGrR32CNTiTO1Pkz1yBlV3edbKpJps6hE23UeJlSOuE7JHLlS42mFST9yU/ZiJIOzExZOnZzBdaWKx7moHUdmtleW8DctK7vdM7oVtQ2EhR31ya047RU66pTRFLhg/oFkrqUdu49IMGxrbITbNaSlJUpHLsDkxzWUyYZuslWLjrfXIxRW5ZNqWSKy8brQPW8P+LXHautnwfY6vHr6EDzx0NCpUfGDPliAlVO+TE4pc2jDmTpDWR5ONcblhJ+GFo+56scRUkRxpOiFi+iabaz2dQpHjPJGKqKNbK1up2EHYSfRxWtiJrsiJ79vU1ko3mFn5c7fuxJnpKl4M1x2gFDcGhcmThVxkreSKglnK23KNlfJx6xsQrTvTOAphhfWVDbk+O8tLCcJJC7ZJhJ1YLKbIudJG2v69Fuqi3stSlIpcdD3MMj+P6IzZShMWg4xTz1lBAa+HnZTDg0TxPutz5FTrYpq1Mq7I2fJaYOqRE78mK1Hk9DVF1sq1Qe2Rc73gEMl0GKmjKqnSWqnux9q4nETYyYkrwQF2renFLd8dWStto7XS9ZN7u+VaKz/6yAm87ZPf6+hniDizlSbKeVseRuuoSajqPUoMBFfdTiVhraTxAxsPx+PZBoIbCjlVlOhUkctyA5LzwAw9R+oeKFnI2YkNsRgGvndLGVtDmXl6ExZyns/xix/5Nn773u/jw984gYnZwC7p+j6uG+1DwbaShZxQ5BbiF9rJhTpe+75v4nAHwTBiY6Mqcvr4gU575ISdqe5EN56cxfCKPSN41b4t6C8k00/1WWPBxj36umUxWeyJ5ZW2JvtkamUWayU6CjuRRYZU5DZxIRf2Fr7+lu2wGGI9ma0UOTF+JD5QOfw5Lz7jTdxk1KJGrBl9Tk7OYnLIbqTIxdUzMdvLtGb1YBtP2n6TYSfqAVdko82iyHmxn+Gcw/F4pMiFj/GFZy/gR//Tw8awGGL5zFab2NJXiPW3qWqZ2JSXw/fD0RQ5YX1V57Tpqr3AVdZPoIal98ilHRpkwdQj56dZKzfxwdJ6Id7HuuPJddSJIud6qiIXuQnaHY4PlHJYbLg4MbUkn1+PnM9CzVGslaawE20dbenLI28zXOlQkfv8MxfwxKnkqBoiO62GgQPpPXKu74c9ctG+uk8qcmSt3HA0M4adSEuJ5ylN/QZFLmOPXJbnlHPkDApHzFrZ1KyVBm//uZkqGAN2bynLKNbNqMgt1BwcubiAG8b7Aai2sqBgv35rH04phdxSw8X5mRoGijnMVJqxDfDZmSpOXa3gL795IvPzi+dT31/dWtlpZHZJGfKu2khec/M4/sdv/5ixAEtYK7WwEwDyRFEeTKS8rFIheP7IWrm8sBN1HUfpq/ocuc17Ai4UufHBIm7fO4JHjk7Jr6k9HzpGa6Uo/Hw/dh2S6q2yARXrztMK+5zNwoI/el497CQq8pPvd05/r1PsbjmbxeyardRHnWozqewA0eGG+PjiXB2zVWdTHwSsB7PVJka0GUzBQWEytRKIAmwqzXiPnGrdNikZ6mPlbBa7hzkGRS4tITULpjly3NAjXFSSqonuoRZy4p7SSdiJOkdOLeraBd8MFnNour6029UcTxsInu29rofWStOBhLiuqjDGMD7Q2VDwqcUGjk8uoeZ48lCE6JzZShNb+s0z5ID42LBYUe9yNBxKrewJxCa2YLd/YwrKZjoaRhp9XQ+PaIWTUZHTI759n8vNcEtrZT5prTw/W8WOoRKKORv9BRuFnCWjpTcTIuls90hgo5Q2rtDysH+sP6bIHQ/VuB+/cSuAeJ+c2EB89fBlqWi2QypyqrVypXPkVEUuo43EYvGNu29QVazwRFGsrzRrZSGcTRjNkWs9fiDLHLloMx+3/W3mjXjT9VEM/91+6uZteG5iDtNh8I7YRJjnyMXXjaq26hsHcVoYV+Tiqqd4npxlyXUanYzbwVw5rXAyvd2WdiLtpQRQFGwrPny5gx65mhOsOc6D1x8NLo/3yEmnQsZTdSIbsxUncaIdL7Li1krZI9fQeuT86PrCtGuTQB3rU8xFFl/THLm0hNQs6DM0gbhiGP09k84WYuWI97nh+nKsTkeKnHL42PRURa71YwyW4hv6urKXC65RHShyeRsWY4mfCZwvydcxPlTCVAdhJ0+cmpb/f3Vx8+3T1oqZqpPaHwdEayY5nidU5KhHbuMjbhD5FJuYinhDm54vm65NilyWQs5rERahooedpG2QjdZKbUN8fqaKvaN9AIIb6mhfATNLm+8CIXpqhsKhsuomwGJBIXduuio3qmJ23E/ePA4g3ifnyNNk4G+/eybT87tyTbWwVnb4m62qLNHGuvWDqH1UgDl50A6tcX6KkqK+/r68HfXItVHk0q2VSHze0/7czBunIFgp+Dd+zUvGwTnw2PGrAFoPyfa0QltVW/V+W7WfUuD6yY2w6/kytRKA3DSLn3cUSxxgPnxIqq/R51VyNouNGhAFXBYbZFVJ4PS4agG1Y6+vE5WPyE6gyGmFnBICIt7/KLXSh+9zVDXFzles3brtW6D2nqv2zaabPOSI2hu6k1pp7JEzHIgSK0fa6DtU5MSeyVeuA4EiF95XM/TIqdSUVoVizsp0sAQEe4xSIUWRM8wjBILkyk7CTtRCTk/ZJrIzW2ljrbSj0Df1fiTHD6iplQWyVm5IxOlhprATW+mRk3ajZKBFlkLONcjvJvQ5cl7KBrnadNFX1KyViR65GvZu6ZMfj/YXZDTrZkJYyoZK8eZ7oVxsHyqh6fmYrwVpbGenq7AthlftGwUAXJqPRhCI2OsD4/24/+B5OaC2FWIAbl4ptMTaEK+l09lHUmVRwk7anURbSkS9CDPRnzcXxieLpdTqIcsFO2atLKSs37QADPE6BLoiJ36nNvPGqelFwUq37R7GaH8B3zw6CaB1AIgcPyALObWnTrdWCkUuflMCkopozmaKIhf8u5e1GHl5cGBYs7pFLi0SPm9bsVED4nVkKeREaIZ4LUJxk4qcpjZmDSwgsjFbbcrRAwI1BES8r2ohV3c9uWbFe6z3yJneJ3X9qIFdkaqXXEMr6ZFTN+5B2FP8+wp2emrl4yenM82MJZKI97Pu+vKekmUguNimNV1frq9Oe+RUas3ofloMnQhZEOMSTD1ywViX5N9l22Bn1srHT03LsQVXqZBbNqLHN42cQeUt5Cy4no+m68XnyMnxA6TIbSjERj3rHDlAhJ0kNyymOO403HAYbzvEt6jDfwWxOXJNTzZiAsnUyrrj4fJCHdeNxgu5zRh2UgtvDOL0TbVe2VbQnwREp1xnZ6rYNVKSiZaqIic2Fr/1kwew1HBx/8HzbZ9frKmcqUdOfC2DGquiWivT7Gs6qrUy6nMyWCt9JbynxaaoXLDlYGbO42Eu8efNOBCcxzfg4k89MXEzoaZ9WhbDy3cNSZuvpxW2KnqPnD4QvH3YSfL6IZQ8sSbEv7vYUIl13CrmXZ9VKJME9dRKOz5HLrLTmueJqQhrpXj9onAo5KywVzD+Oh3aXHcNzjlmKw5G+vUeueigUBTWUsn1/ETxDYQ9uoqibBI/9Dly0r5pmiMng1E6/3upSXUC0/iVtPEDx64s4u6/fgIPvzjZ+ZMTkY1eCTvJsjmW7oFYumBkA293TxwM9wTiz6BVIdiL5W2WuUcuCDuxEvc6ILweG17HtsESZqtOpvvblYU6Tk1V8PO37QQATG9C59Ra4Hg+FutuS0UuaomKDgSCPnGesFaKx9EPttpBhdwqI06dM6VWhn10DdeXFiL9F9Z0QmNCn+mVhp3BWun7HDXH0xS5uLXyQjjoeu9oWX5utL+wKcNOxAZW+OHVRvmcxaJCLvSrn5uuYN/WfvQVchgu52M9ciJV787rg3TIv/3umbaR6aL4i82R04JwOrZWhptz9QSxXViOZbHEAUDCWhmuVy4LhRaFXGitlHbkVtZKw+Ye0BQ5pXdRfY2bukfOi8cZF5X5apG10jB+QCu01ULO0TYOasKpQAb+KJcm2SNnRz1yYn6X+jp8P31t6MqKm2JxytssNVSg3VDwhLVSSTYUiZvBY4Z/Uo9c16g2PTQ9P3GirRZZiTlyLpe9tKV81Hfk+2ohB6O1Ul4f7fj4gWiOXLzwAtpbzE2os6MEpjCoYi6YHet6Pv7084fx7dAGvRT2/4n5o0RnSEXOiRS5LJHuOe3QKXiszhW5l+8eCp/fCxW04ECrE2ulDDvRUysN6wiIZsllsUkKW+UvhIUcKXLLQzjOtrQo5EyKnAj80q2Ve0f78MXf+wn89Eu3dfQ6qJBbZdptSlXi4wfMFrm0WGUd1+OpioaKtFaG1y1T75GwsSTDTqKLnTpDTrBZFbm6rsgpaoTFkoXcmemq/HfZOVyKK3LK+vjff+IGTMzW8NDzV1o+v9iYq3PkxDpZubWy0x654P+jMJPk93h+eqGn0hdaK5vy3yTFWqkrcrGwEyQ+n5gjt5kLOW0ujapU6b2CKuKfUGwQgkG0CL/fj11LjNZKN16URT/HpDrcDAs5cS1saq8rLRk1Ntsrxe6W0xU5dTh4m81TTS3kvCitLm9ZsUJSjSMHgAeevYh//Ykn8a8/8SQ+9PXjLZ+DMDMZXiPHw7mjAtVa6RqslaLQGSrlo9EXGayVvrIhLyiJkU3tsANoHcLTjpxxIHjy+ihO46uOh089cRbfOj4V+7kz2hgboj1qYFvd9WSx3knYiT4jM/NA8HBPcNueEQBhj5wfBHeph0Kt4JzLsBNT+mq6IieGgiftlYcvzOOeB47I35XHT05jsJTDHXu3YLicp0JumcxWglaYVgqaGMOkBmkFB1B+IrUSAF6xZ7jj2ZVUyHUI51xGy2ah4bbelKrIQs5L71OyDSlGJpZrrdRPEIHoxDoxEFw5kZ8QM+S0Qm6x7m66uUs1qcgJa6XSI6cpcnPVJuZrDq7fqhZySo+cUsi9/pbtuG60Dx9/7FTL5zfNkRPvo+Nlu+HoxFIrDamYJlSbb1qfU84SYSfx12lCWCtFUZCmYltWXIXT7Uvy/7WNdzRHbhP3yLl+rB9XLeTEv4Mp7KSVtdLx4uq+WCuNWNiJwVoZugLU1EqbMfn6ZI9cm7CTWBJmyvou2PHZdL5BmU1DVeRcnyu/Xyx2vdXX+uefuYCnzszixcuL+JvvnG75HIQZ4U7YMVyKfd4UdlJWCjnxng2X84oiF1eUzT1y0fpR72Gm1Eo14bJT0sYPJKyV4TVOWNvk72q4BvV5pER71IO9hqrIdTB+QN3bdJJauXe0D29+5W7881fuBhCFndgWQ862MrXFyHTfgp241wFRiJRONBQ8WZR98+gk/va7Z3DvE2cxX3XwxWcv4mdeug22xbB1oECF3DIRtUCr8QNAtG8XhXQpbwfjB1w/1iO3XKiQ65BHj03hR977cOaFLy7MnYad+D4HY8nNTdpJo07WgeD6HLn4iXrwZ7UhCrl0a+W5mSqKOSt2srpZZ8kJJUJYK5tuVATbNsNgMYdizsLUUgNnp4MC9/qtwcy5HcNlo7VSzNt685278f1zc6g00ue6ONJaqQThJFIrO9t8iItJw/Eynz7GrJUpfU52eArJW2zWBeV8LrRWCmtnizlyKSMHTOMHdEXOCU9YHc+P2QM3A45nUuTMipKK0Vqp/Pvl7WQhF7NWGubIuR6XqhYQFH45RZGLrJXB95sODoL3WnmdaXPkLGbskQPQdk5XRZmhFKTVRb9DZkUu+vPmHYN4y117sNRwjVY+ojVXQvVg+5BWyCk9cmL9xnvkQkWunI/PkQuXvuoWUFFTK9Vi0TRHrl3SbityMqku/tzJ1Mrg7yTcGzKBM3zuM9NUyHWKuj+qu55M180WdmJS5JQe7zYPkbctfOCtd+ClOwbBGFBvCkWOJa5RaYjrajlvI2dZiVYan5vXpLBWmgo5sa4/8LVj+NDDx1Fpenj7Tx4AAOwaLmNitpb4GaI9wlrZqkcOiPbtYh2V8jaaBmvlcqFCrkOuLNTR9PzM8zpkIZfhIiI3025wAmRMcctYyHl++hwuFX2OnD4XDACqYRiArsipJwznZ2rYs6Uc26gLuXmzzZITitxQQpELVFAW2iunFhs4OyMKuUiRm1aGgrtaoT8ki8P0C74rrZWG8QPu8go5dfyALBQzpFbqBwD6RiWw6PFIdWlxut33/7P35gF2XNWZ+FfLW7pfd0vqbi3WLsu2vOAN78EMGAKBEJZA8gtLIExWMgGSyUL4ZTIZCGECmQwzIZBJSCAwEDB7wmogGC8Y74u8yJasXZbUrb3Xt9Q2f9w6955761a9et1tS7J1/mmp+y31XlXde875vvN9VQ/NTtiVjlwkdqIZghsoM29SdMIYH/z243jbp+4p/IynW2QROSeTpNoQKomYMmoa/U50gLPKWpxaafeRo060So7cdOifjpUeB+SoVhqIXF6ToWJIe9vm6vKiaSJysWok8C66SdUVvomioRPFiYbsnYlyMTaZg8gxamVkUCs7kfquh+q+VmjT+pI3S64jcp7cwxQip66Vsg0tW9gQuTjJMhKouKB8wpxnPTLdwWQJJeMzoUIr5AJOrZzrjBxD6UvOSzqOg7rvSUNw36BpF0WTFXKu5Tl5bKuRRhWOAxy2UCvpNWY6ET51xy7csGkpLlwp5vg2rRjEtvGpM2q8cwiJyHURJ/HT88jnfWnOt0yDoVucKeR6DFpoy27aPc3IeaqQs3lyAWJuqYzYiUmHygtlP5BN8uiim2lbqJWksJl+vr3HZrX5OEB1KXqhop4O0TbETswZOQCykNubdlTpu6GEhfxe6PogmiQluUUCDaF8DkPkXHqeneLYLbgSYWlEzkattFCBI0atLDquvorY+LrOyGUz3uLrAAAgAElEQVTEToopdWYiDgh0aO+x2dIm7KdLdKJY8xfUZuQKvNWUGI34v+PohTCfx7QaghvKjuJ9Eok0A2Jd811HHp+JyFmplY5jNfrOFHKug04Uy8/Ry4wcX8tjLWlzJKJMfxOfVSGbvutKivVUS2zMu47M9CQD/lyOsYkWBmp+xn+rSOwkCBUiJ6iV6XXERCDcnFnyiDWpuG8rZ1VQxHNcS+n1xfuJ16Dr0slQKwmRE9dLaCkoz8zJ9Rb8HLbD3qiVLlurKHTNgvLHIex0YkUxL2kITo2lvqoHz0GmwIpiu9iJ77kYadRyEbmK5+BXrlsPAHjHizbKv21aMYhWEGPPGfS35yC22eL+Ymqlm+4jnCZOefWZQu4kBC20s5186hsPNSNXApHjYic5hZjnllNNi0rPyOmFnI2m1uzYqZWA4KAnSaKZgVPwQu7wVBv37DrW9XhOh6DvY8DmI5d+50sHRCG3++gslg3W5He3cpFQ9TyQzskpGqF4HhV0Rd0x6SNnnZFLN5weu8gVT1hbtMKodPdRk6jPoU5SZ5ySoqKcSM7IdaEjlxU7MRU1ef3SDmPMdsJCCuvpFkmSIIgSy4xclhJohomYcmplaKxFquhnYic5iBwN+QNK7CRvRs52ukVHWv0/T+ykYtw3ekE5N0SOPPAoiTO9xuJYIM7U0CEPyN/+3P144yfuetbRdp+OGJ9sYflQLfN7Tnuk9cg2IzfUV5EWE3Fi+CDaEDk2Y8nFxYpm5OaCyJmqlbKR5ZqFnDiGI+mMnA01PzMn11vwNagVxGjRzFmJWSS1VulrQpQkkm1TNqgxKdZBUsDtTq1sssLThuLliZ0A5CWXLeTitJj841duwpffcR2uOXtE/u38FYMAgK1jZxRSe41jsx0M1Pyu9EhC5GidqVdcuV/06hlnizOFXI9BC215RE48vur3IHYSqi6OGTbOdN5xllGtVGIn4qeNskYzJCa1EhAJ8UQzwFQ7zEXkjs908He3bMcbP3EnHn7qRNdjmmoF+IMvbZaG2nlxYrZzUrpIzUDM+tDGwBNkkkVfOljD4ek29h6dlbRKQCFyNCcnEdu0aJJStQXFemhBrExqZZkinofjOKhXRAdRoh7d7AccRb/L8/fyXAdRlJSaNxHUyghBSIl0nthJkY9c9vd51MrZToTZTvSsmW3qWGjcFd/JqEMKnz79M0tUjKhp7NxSQUbhpsVYK+w+IydQLbVWcNVKM3m22w/YUdbMjJxZHLJzbRN34cGbciQFD0DSoTKInCyMdURuMkXkDpxoYufhGfz197YWvu+ZENRKk1YJpNRKop8biFwniuWeRFR06nZL1UonK9sOsBm51H4AENelbUauSISnW5g+cuoaNz5nxaRWZgvKM4Vcb6EhckHEDMHLi53wudowys/HiqJWcSW1UlqZlGjCcwTRdbLskzjJ30eXDdlNwckKpuZ7uGr9sPa3c5cNwnWAJ84Ucj3H8ZlOV6ETQDDpaI1yHdGknumcQeROWihqZblOvlTg87ovIrTQdKIYcWLvurhuMVpDQUlUt5A+cnE2AYoyiFyWWtkOI+w7Rh5yeiFHcPPRmQ62H5pGnAB/8vVHuvqkbd43ga8+8BQ27ysu+j5801a8/u9+0vX1eondR2bw+MHJwse0ghh9FU8mpKENkRus4dhMBzsOT0uhE0AVcgqRE8ktJQuUABShCAFLNCnUTMbck4++ipcamCpqWVG4LMnOQ1WEMW9SmKzz9w/jRHYki+wH8gRONB8545o2qZUz7RBhnHQVwzhdQjaN2EmoptTKhIl48MdSZFQrXZ1a6RvnolZxdSRLFlD8eExELkoLOT1ZKiryPde1FuoZaqVBSebJXDdETvORixP53fiuIzupgM3OQtxnQ5JaGaAdRphshRis+/jkHbueNSyEpyvGJ1oZoRNAp1YSAkqIXCeMMduO4DpAI6VkRnEiBcIAolZm34+vbbIZGTBEjiufllwHbWFSK5U9i/5adK+S95fpfQkUF3JJkpxBfo0wZ+RagUDESvnqErUyUE2xIEoQlcynePRVvFTsJF0HvZIzcp1YPt9E5KIcRgLFssGaHNvgQQWE9TirHpYN1nHgxBnBk17j2GxQyryb1LupoK6w2eszhdxJCEWtLLd4ynmfHhC5dtAFkSuxGJQ1BFczcunzLLNH1P1s1CzUyjDGjsPTAJBB5Cqei0V9FRyf6WDn4RmsGKrj0f2T+MydewqPiTamIsEPANh3bBZHZzq4d/fxwsf1Eh/41ha85ysPFz6mGUSoVTyJonUYRYwWWLIgODrTwTr2vQzUfFQ8R87ThJGuCEjFWRGX3qRjAioBp+ttLnMdCpErJ5jCC6o8sRMSq6CPU6hamSZqhMTmUisziJz6W6z9O4vI0aLZCmJZiJAq6+kedL+YqpVJAk0xC8gKgKhCTpwfh51bk1oJiGuF2w8Ekm6oI2EVY0ZOQ+QMeXmr2IljIHI5yXXmNXMULG1hFnIKtXHlbAN/HU6x9ByFCk21QjkP/LsvPRdrlvTjj76yuXTT77kWcZzg0FQbK6yFHBciEd93f4Wo7AlmOiEaVV8r4Pn6y+d3eXCPTN6MLPKRm5v9gE71pUs4Q600VCv5vB8ArFrcV1jI/e3N2/GCD92MR/dP9HyMz9agHKaaNgPaYVTKDBxQ6wo1Eci4eS6InKRWSkNwV45FFEVG7MTCMsljyywbrOPIdNtOxyxgaI0MPDs9f5/uEIhc90KOmB1R2hTl5+KMauVJCOrcNZ8GsROSu+5EkeQ0m5G3QZlBvOxuQW+RGN1m/m8+fEvBu5k/2XEEQ3Uf5y0fzLz+cKOK/Sda2H+iiTddvRY3bFqKj3x/a6GXFy1k3ZASkq7+QRcD7V7iqeNNnGgWL2jtIEJf1ZUoRRjF0oSUNnBuw7B2RC9wfdeVDYFOFGvqk5USiBxt9rqPnE6tnMtcR60i6HJlETmH0e/yRCh8mpEzEB9b0BwhFXKVnE6VsD1Q/9dUK9njzJmmKEkkqtwOY0ltmHmWJNodyzyuvEbjxECpTERO/NSpaUifq1+jgOD421QrdWqlMBLPzMhJsRODdmZF5HQ6Ut5jJTrO0DJ+HEUx2wnlehbFiWbv4afUYCDLWohicb8PskKO/MDWDvfjf/zCJdh7bBYf+u4The//XI0jM22EcWKnVjIxLSnZXVWU3Nl2hP6aJ69Xom9zQ3AbtVJH5Bi10kD/xL/zkeJuISnyBpqboVbKGbm29ni65s9ZNoBdR2Zy6d/7jzdxdKaDN//jXXhw78I1NE/noPu1UfUkIld2DknRwIneqChxPRdyVcVw8T0XFTZvWxTSfqDqinXYkpPlzsgN1RAnwNEZHZXrVoiODtTOeMnNIY7NdEohcl567qmor7Lc/JTxkXMc5xWO42x1HGe74zjvtfz9HY7jPOI4zkOO4/zYcZwLF+J9T0ZQR2WmZBdfdslLFHL0ODkjZ+kElkXkbF10W1BCZCbk4nf6Z+2v8EIuFTwII/z4ySP4qY2j1vcbblTlBnP20gZeesFyzHQinJgVyfpHf/gk3vtVHQGjhcws9pqdCLdsPST/Lwu5x8cWbM5pbLLV9dw2A9HhsyXJPpuRo1jPqJX0GClAESVaweIbnVxbcOoXhSzk5ugjBwgRC/KR80oMdrsOawDkUN5oni1PpIJHX5qoTVIhlyt2kj8XZ/s3V6+kYrEdRhIpKYuubz803XVu82SGzepEelOyhBjIFjeK+iX+zxtGUZxkOsB137P6yGmIXGxB5ByFyHWiSHtv27VB1FyKvESG7ruOJSHv1hBqdiI55xYlpmqlm6FUcoTXc8FUKwNJkRsZqOGas0fwH39qA/7vnXtw986jhcfwXIzxCfFd5VErgZSdwsSPHCf1kUsROZ8V8EJ8hhC5vBk5tT5W2Zx30YzcfOwHIgNhy/jIGfYDptLuucsGRIMgBy1phRFGGlUsaVTx1k/eg3t3n6Hy0nnrr/pohTHaQVRK6ATI2g8I42ZC5HpLl+sVD80gThthTqYplRdc7IQaoeZny0OJl6V5h0mv7CZ+NzpQw5GSllpnQsXx2XKInDiPyjpCR+ROgULOcRwPwMcBvBLAhQDeZCnUPp8kycVJklwG4K8AfGS+73uyQlIrg5IzclLspNxXXau4qdxtNnkCoFF9Co8z5eJ2CyV2ko/IzQYhqr6rX3zpwvjk+DQOTLTwgnNHra+/pF9B9mcvbWhJDwDcueNoZvPJo1Z+6+EDePs/34tdR2bQ7IhZlLXD/dh3rImt4/Mf1G0FESaaQVclw1YQoa+qqJUBS5JpA+eF3LqRLOWUUDUxR8SolRKRyz/H0kdOE6AQP4N47skHoSxlaSSc4pjkbDCkMEmPKyoO+yoGIpeDKJtiJ/x+SCxJP6d/Eqo83Qrld1xWufIt/3QX/uHWHaUeezKinUOtBCCTEQpzDTGpsdzsPYh0+wGAaLi6shtgQeRcVyuy+IwcidoU0YV8z96RNq+zqoHIaZ+1m9hJEElULYoVtdh3XX1GzkB4SeykvyqQIY7IESL/nldswtLBGv7+FL5uFiru33Mc7/rCg6XZKtJDLodaCYginKTTnbQJ0Ili7Dw8g7MW1xnyJaiVdJnmeXZZZ+RCpZRr2//m5yOXro+GmJD8nGlzlB5nFpTnLBsAkG9B0AoiLB2s4Yu/eR2WD9Xwtk/e85yfy6T7c6AmPAan22Ep6wEgaz/QV/EEbbekCjgPWiOl2IlXLndrGdRKzVTe0sTlsXRQ3Eumz3EYZ83oeYwOVHFkuvOsEf56JqIVCLG0bmbgAOUsqiFQOQWplVcD2J4kyc4kSToAbgTwWv6AJEm4ekQDOgPqtAopdlIakSPhhvKIXDst5GyFmJ9DGTGj1xk5s+ssfid+zrYjNKr6xUabIAmDXHhWllYJCJNKig2jDQz1iYSJFN6Oz3Y0zxZAyZqbvz+eGotvHZuUykxvvHoNAOAHj82fXkkIXzuMC+lYzSASilKukOwPoyQzhDyaJnKL+ipYbEDvFc+RSWwnTXYp5IxcKWqlOr+eQa2cy1yH2njKbVp8jooONw+Ry5sR4dFfdkbOouQl/22hXPIig96DEGGgPLo+2QzlNXgqhkL/1XesFCITbW7MpO6a1Epu9m4aggNZaqU57yaeRz5yKmHm9gOmmmYviFxWtVJHpLloRTfJ71mOyMUM8fZ0H7mIFbZAavCcItcDNR9TrUDSk0YGqun35OHNV6/FLdsOP+t9mu7aeRTf3HwA//P75dQ688zAAR2R43tZ1XNxZKqDx8cmcfX6EVUwRSn9jdtnWLZJfv3UNEQu2wAowyLIC4XIlaNWUph08HOXi0JuZ24hJ2iDKxbVceNvXoeBuo9/un1nz8f7bApa2vpraj8pi3qYiFyt4qXXVu8FfV8qCCUaEW5pNpXuI2dvWno5e6NE5AzlyjjOClbxGB2ooRPFmHoW2fE83UEARZlCjhRLSTSHN6lPCUQOwCoA+9j/n0p/p4XjOL/jOM4OCETu3QvwviclKCno1X6gzLwaILrphMjZ1o2yiFwQxYU3rny9dJOyzchRgjzbiTQPOUB1EbalSJipWElBsPNZi+ror/pS4Y3oc8dmsoVcMweRm06LvyfHpzGeUgcuXrUIl61ZjB88Pv9CjiwBAMj5KVu0glh2+MhwmRJHWuzrFQ9DdT+DxgGiWJPqelGiISicrpkX8ppiyTUV5PPxPqpXPDkjV4qW62QpuebTqPGQ93cehJZNpmht3nB2VuzETq3MIilKwpwXZGVn5KI4KY02nIywUSv5zGURSlVErSREhAddK/K9Gd1Q/U5XrYwTpJuY3X7ArlppV23LFTux2CAUo9sxOmEsC7kwVui6Uq3M2jfQY+k4But+isi1Ua+4msLvm69ZC89x8Lm79uQex+kQSZLgg9/egvv32Gex6Hv55B27ch/DY3yiBc91ZNOLBxciEYiw+H/Fc3DnjiNIEuDqDcPyujTVerkPIg9uX8G9UK0+cjlWF2UiT7XSnO3MFHIGIrdupAHfdXIROUHzT+eyB2tYubgvs58+14JytAabuS6LyEkaeHoear6bjk6Uy6d4KB85Zj/Qi4+c72XyvW7NhaU51MquM3KDIk87Q68sH5Qv2hgFZtA+RgrQvHlflvZbFM+Y2EmSJB9PkmQjgD8G8Ke2xziO85uO49znOM59hw8ffqYOraegxb2ZQ6386v1P4bZt6tht3k5FUfVdtKMuiFyJQq7INJKHsh9In2dJhGc7oZaYAGoD2n5oGn0VTxP34EGI3NlLxZwYFwZIkkQgcoZ8spqR0xc96hZtOzQt0bPlQ3Vcs2EYWw4UWwaUCeoQA8V0u1YQoa9CiYWQJ7ahZOcuH8TFqxZlnl/xFFc+MNCvUmInFiVUWqSVNcHcqJXNTlT62uHJUt4MCC1geYkMDyqyJpviuy+iVmoFW44huCkcEDNE7jhD5MqqCoZxrKFQp1pIhVxuP+Ar9KtQtbKAWmlLAmq+Z4idZAso5SPHZjldR86EmkWX1UfONH+P7ddRxaAk6z5y+edsNl1rBlJF3jjWBar4XEt2Rk4d82C9gsmUWjnSqGkU4uVDdfzMRSvwpfueOqUbAd3i0FQb/3j7Lnz2zt3Wv9P3snJRH3710/d2nQscm2xh6UDNmmByIZIojiXttuK5ODDRQtVzcfnaxRLtpaYf7Weeq1+LFLxpULVQK21J81ysXExELs9+wKRVmddv1Xexdrg/V7mynbJDKCqu09Vu49ke9N1xhkfZZJmuH7IfoD2pFUQ9F/T1qmK40Kxw2Rm5mi8UczM+mqzJZH3PtIFsCpdwtNoWIw2Rv5Ex/ZnoHjwH7RY060jNP567nSrUyv0A1rD/r05/lxc3Anid7Q9JknwiSZIrkyS5cunSpQtwaAsfaq7GviF//Jbt+Je797DHp0lByUFZLnZiVXFzund1hGdUueFcurfNGTmPDdm2wzijrEP/PzrTwdrh/tzZJ0Lkzh4VFBGS6p5sBZhuizmlPETO/L1C5KZwKO0cLRusCfpDnDU57jXGWSFXlNw32eYpeO/ZGTkA+NyvXYM/e3VW18dPUTyAJNpt1MoiRC7WHgsw+wGiVs6lkEuT87LXDleGy0NVXMco5Ao2E9p4J0tQK23IMaDPyJnHFrEZueNMPKAMtZIsFJrBqZuI24SVlNehrlqZmZHLoVYmCUkmZ6mVbduMXHrL0hrEVSsBsaFVGd0TYGbylms2z/w9D5EzEQ367HlBhdWgNJZWyCXNtRTPyHFEToidjA5mm1pvvW4dJpoBvrn5QO6xnOpBzbI8uxdKWD//G9dgpFHFu298sFAcaHyyheVD9gagNr/GGkt0ni9bsxj1iidnN0kYiyNyxTNyrnyPDqNW6qqVSB87F0ROn9mU1HLHvG4d8F+Z15rvOlg/2sgt5AQ7RGd0lCkWns1B3x01ZyaaQWn7AWoYcNVKQHzPc/GRa4exnA32PbfcjFxH5ReZRlbUvblQq3jSTkM+rxsilzbij/agXLn/RFMTn3uuBSFyeWsYD9rHqCnK64FThVp5L4BzHcfZ4DhOFcAbAXyDP8BxnHPZf18F4MkFeN+TElRE5XVWO2GsLaSdUCwAZRPrWsVLqZX2hcNz7UanPOjGNwUKbEGJtUmRq3qu5sNlooO8i2DK6/PIInIkdhLi+IzY5NthrCXg1Ok3qZXkvbbz8AwOnGii6gufOpPGMtcYm1CL2HRBci8QubSQc1PDUAvloa/qWbsthOIBqdjJXKmVmo+cQa2cw1xHLfUGK2t+qtkP5HSvqSEQ5yQyPExqZa5qZQ7dDrBTK7nKIG2Qxxi1sgwiR+9xKpvv2tB/Oo+Bich1MwR3UgXHnMLJFDuRqpXGHFnVMOLVDMFDHZGznW5zJjgPkaP1yZy748dmi1lZyPny+LkCresoahNHKMV7qOMYqvsSkRu1zExcs2EY5y0fwGfu3H3aCgpsSeeh959oYr/FPJiSxXUjDfyvX7oMh6fahdYLopCzd7O1GblI7T90bV+9YRiAKv47xmyw66oZT/0YlWqlom/G8rrRrC5KNJ/ygrZLszAzl1XHcbREzjS091wHa5b0Yf/xpvW6aYUGIucp2j4AfPLHu7Dv2GzPx386h0Tk0hm52U5UWuLdploJiAZer9cBPXemHcqGVqkZOZZfuAYDK49abn4G0+aA/MvyQlIreyjkPnbzk3jH5+4/bdez+cb4pGAG9D4j5xozcqcAIpckSQjgnQC+B+BxAF9KkuQxx3H+3HGc16QPe6fjOI85jvMQgN8H8Cvzfd+TFbTQ583VdNimAJAqYfmvuea5IplO8mdGuiFyaiC2RCGXHhrdjJSsVDyHCaBki0q++ZhG4DzWjzbguQ4uW7MYAJjCW6Al0xx9y7MfmE7pjp0oxn27j2H5kKAwlSl+ysQ4GxCeLaBWNlnHTNAk457mKSqeOodBFGsFt/LDKhY7Me0BXJawi/93PYxM9KpaKWbkVJEEZAs1UXTlJzI8+k3VyjwfOUPIQBM74QpfRgKui530hsjRa7VO4fkTm49chVErw4Lihu51uqZIUCZiRQ2PesXVvoss/ZCoxq7WBKLrtuIpCliemTxQHpGrplQV8zjEseSvC1TES0QuShR1OVWtzBZwal2kr3qwXsFUK8DRmbYUOuHhOA7eet16PHZgEg/sPZF7PH/8lYfx/m8+lvv3kxlbDkxKNPU+i8w9b/hdumYx3nLNOnz1/qekSboZYxMtq9AJoNQc26G+HtH7X3O2KORM2wk6H54hksOPEbD4yNlUK+dh5WIyK4oYCRxBN69f33Wxekk/ptqhpJzzaAW62XXFc+VrTLdDfOBbW/DNh09fFHguQd9dg831l0bkJMKrUyvbQTSnGTlANKDJfqAM7bUZxLKpaV7HvBFR9BnMNa8by2a4vwrHAQ73QK3ccmASreDUHjd4OmNssoVlQ7WuNk2AamjLGTmLAvx8YkFm5JIk+U6SJOclSbIxSZIPpr/7syRJvpH++3eTJLkoSZLLkiS5IUmSU3OnKhFUpOUiclGs3ayBIWbRLZTYSZw//N+lXulmGsnDRORoE6j6DJGLsjRPXsjZBD0oNow2sPm/vRyXr10CQCQ0g3VfKADOFBdyGUSuHWJxv0i4Ht4/geWp1K5pvjrXGJ9oyc78dNGMXKiLnZBhKJBNeG1B3Rkg9ZHz9ESXfp8XoQUxM6mVZawnzCCUJSo52M3VI/OolWRoWmpGzlCtzJuR81y7TDiQg8ixJI02V55clkHk6J5uncIzTnSM/N6UNMYw1rq05r1CjRwqxJ2UWknrXQaR6+Ijx70OeUPJk6IVbiZ5tq53JrUoJyGm690uWtEdkRviiBw1ZVLFTZmMs/WQ3oPed6juY7IZCEQuZ1749ZevwmDNz50xA4AfbT2EzfvyC72TGVsOTuJFm5ZioObjnl3HMD7Zwq9/5l6pkGd2/d963Tp0ohhfe+CpzGuRfUxXRC6MhA8Xzcj5QjTiinViP6Hvn8QpJCLn2BkacZzAccQ6pNE3LaqrtATPhd1AlzLdc7Qs2dY/KlpdJ0sNdh1gzXAfAGDf8Syy1mJJPyDuNznvdxqsWU9HqBk5VciVNgSnGTkDkWsFWeXebkF7zXQnTCXnyyFyLTa6YbJPyoiZ2ZA/MSOX/56+5wqrqJKIXBQn0vLpRPO5OVc3NtEqJXQCqPNIoAhv3pT1mC6KZ0zs5NkS0kcuZ3EMTGplj4hc1XelMEG+ilsXRE4mUd3fV244BiJX9Vztd1kDXlceX55iJQVx1SlonuS4hsip7zN/Ri6QyF6SqCHTMpL9ZWJssoWzl4pZvrzzG8UJOqGaS/A9R0M7yiz25IUEpPYDXC7eSEhtYc7VAWoDmg+1su6LWcN22IP9gCGSYxM7CeNYPq6InlL1BQJC333eXKnrGl1KtmfxJrxJa4oT0ZWs+q4mdlKkUGq+Vis8uUlRkiR4z1c24/49WUTEisixebQiRM48P9JgPqcxQEU/FYByxkiasKtj4dcSXeqcXlwodmKe6xwfJf45AX1+zZwX4UHXGq1RYay+J0LkTAl5dT1lxU7COMFITiHXqPl4wxWr8e1HDlpRqqlWgENT7dJ2GM9kTLdD7D46g4tXLcLz1y3BvbuP4VM/3oV/f/yQnJ0LDebGecsHccW6Jfj8PXsz9KuDE4KamZcIcWsAjsgN1HxcumaxTNJNKhynVgLIvG/I5u0ogRKqlTrqCjCWQY9IDCDWRm7mXMRIoM+6uL8q1V8p4XMcB6uXiP31qeNZOmsr0GmDvEESyjXruYWY0HfeqKnirbTYiTFzSd9tK4x695FLC+wkQSp2UnJGjomp8Tl0oLjpxT+D+T554nk8hJdcuUJu99EZicRxK5/nUoxPtrA8h1FgBp17qWDqqTVoLnoGZpwp5HoMukFyqZUGItcJY83XqVvUmP2ALRknqlrxMWYVFPOCYGFlPyB+X/Fd+e88qh1tQOu6FHJmDNYqmGqFWjLTZvB8LiLXCrFiqI5Vi0WHclk6ZLoQ1MokSXBoso2No2KWLw+RowWeum0V10UYxT15Dgn6i6JW8o5Mmc9ik0Km8zhfaiUgPnvZJoCiVorf2Xzk4iQ7g5UXavYwf66UUD4K3Ucui95wSpzniuuWqJVDdb+QRktBr3GyVQdnOhG+dN9TuGVrVtVXip3k2A9o3mrmMLxhP0CXpFLCzFIr40QvnIDsXCJ5sVFwRK5joHi29cqcCVbzdGYhp1//EZuHLPSENKiVUayolV6KJtJnC41kn9+HhOQDIiHKi+vPGUUQJda5pd1HxO+K2AAnK7aOTSJJgItWDuGqdUuwbXwan79nLwBdadE8L2+6ei12Hp7BXTv1xsPu1FNv/ah975DUyiCWxvIA8OE3XIL//UuXyceZVDj6P63DVmTCVcUe+bbaZittc8+9BE+oi6iVtI8ON6oaIgiysbUAACAASURBVEfr3+olYr97ykDk4rTpplMr1XtKhe3nGCJHn7/BGshl7QccR6xXHYNaORfVyj72ntJ+oAy1shMpamVJajkP33W1tZ6e1+34Rxq10qqV5B8MoFDQ6NkaSZJgbLI8Ikdzi6GckdNnfucbp3QhdyoOUVKi0OxEmeOL4wRBlGgdYFPMoltUfVd2Ia2JjdMdkSvTteGvB/BBftVJj+P8DRoQG5DjAKvSjaZsDPX5mMwgcuozNaUheHZGbqDmS5PULCI39+vl2EwHnSiWoix5dDtu1gkolbBeZuR8Y7Ot9FjIBVG2uybtB4yEppfgw9mlrh3WLcwTrCBEI08MxQz+vRa9b2Qp2AC7IXgUC0XTOBHXe8335ONGB2u9IXInWeyErr9Jy+Zp95Gzz8iZM5iJUSBRY0DNHmUROUAhlOYsEFfr1RC59GWqniOv1SIU2WY/4DpZGXeaOeAFJTUmimfkUkROGoIzRM5zNERO0YipANUROYo8aiWgzo1tBnbnkWkAp2YhR6jbhSuHcFUqNELiU6oplV2XXnXxWRgdqOG//OsjmGqpa3bHIVHIkZqxGZz2yCmb60YaGgPEZ9RhgKlWpj/NOTlTuKvmu9paz8+LEtaxHmLX8F1HJtR0CVqplWkhJgo5aowp5HBRXwWDNT+DyJn0P0B8H6HRXDnZa9YzHfSdc8ukXpQBPcfJiJ3MRbWybiClvpc2Nbs0nDWxk3QePDGakkX7qH1Gzj6qw2N0sFaaWvnEwSn574VA5HYcnsbWsanuDzxFYrIVohXEPVIrVS5NjceFUKwETuFCbqIZ4I2fuCuDypzs4F3ZjtFd6TCUhcJEXLoF2Q/EedTKEjxromeUsTyQM3LpIduolXm+YjXfw8pFfT2r7ghhgBDHZtQCwIu2tgWRi+IEs50IA3Uf5y6jQi5F5OSMXPlr5V8f3I9f/8x98v/kIbchTSzyVCu5WSeQWgnwGbkyhZyrq1baqJVFnTuS+eYhZ+TmYWLbJwu5coPdXHQkT7CCZMCTgo40D9p8i+jIXBof0LvoCbLdyzBOtESKFk/fdbC4r1JqRu5UoSlRUjbZyh5z20KtlIVDlGjfk2mSLb8f6cOlF3JZsRPVqRavZyByRIE0EDlKoiu+ooAVzU+ahrh5TSWJyIXqnNO61ItqpSjklJgQT4pMtNG0H6CwiZ3Izy/FObJr+I7DoriZboenXBNzy8FJLOmvYMVQHZetWYyK58h5ZY5mmeemr+rhb990OXYensHn7torf7/zyDSGG1VpT2OGSa3MW1cVfTZtOBjUYHNLMI+xVnGlrQ393fz3XBE5fu0WMRKIvjfSqLJrK9GaKquW9GUQObr39ILByaCLp7JlytMRklpZ7R2RA8TaR2spXYfNBULk+PHlRdOYkQMYnbsMIudZVCuT7jmBoFaWR+RornhiAWbk3v/NLfijr2ye9+s8UyE95MpSK1MAhlgctEc/6ws51wHu3nUMf3/rjpN9KFoEbKE3KQu2Qq4TzmFGjuYCSnSobRH1kMybPnKUgFX8EohcxZWD2L2EmJHTxU648hFtPLxQpi61QOQGAUCJnRCK1QMid9u2w5oHyqFJ0Yk6a3Ed/VUvl25Hx0n890pKl6Aissw8RdVXA+lBrBf6XonPYlNCJYRCHsec7AcUtbLstRMbSW5G7CQVJqFT2e24aAMran7kbW6AHZED1D3pMbnv/qqHRs0vp1qZng+iPS9U9DrXSfeGDZGj+4VvDtx+oMhbzZzhUY2BHLETRn0DmMVDWmBzU23N7zB9HW1GrgiRc7MCNrZmgJyRY4gcmfAWFXJNQ+xEUCvVesfXWxvC69oKuUY+IlekSkteYVGc9dY82XFwooU1qV9oveLhQ6+/BB947fMA6M1NWwPouo0juHr9ML5wz155r+44NIONKfvBFlxRkp8PMyS1Mr0v6GG0fMQZRE5HVmq+h6k2R+QshdwcZ1hsaG5XaiW7fvlxrl7Sn0HkWtLrjIuduBpCCuA5pyooVSs5tbKHhNm3UCvJC66X0JFSR7IauuUprY5C5Dyj+CsjdmKfkeuOKI4O1DDdDkshuE+MTeGas0cALAwid2iydVrZZJCHXGlELmVhUVOKmARlRXi6xSlbyA3WK/i5S87Cx27eju2HTh3IlSdepiAG3fwB24Q7UdITtbLme2pGznLj8QHq3GPsYUZODYWL/ytEztEWD9uxvObSlfj5y1d1fQ8zhuoVTDaF/QC9LEfkpP1AkC3kBus+XnbBcvzytWulEqZUejSK7Bd86Gb88PFx6zEcnGgJVDU9V4TIrRiqo7/q585Ayi6or2Z9wijpaUZO22zDxC52UoAuBpaEaSGplWJGbm7USpvYifCRE3/v9vWUQeTMzY3fD0mSTcQAVZC4riNRqkbNx0DNL4nIqfNhUn7nGn9/6w48/wM/6GnGQFIrWxZqZUiUQDu1UletNMRODFSMzqNC5ExqpepUA3rzKk50r0MdkVOFnIkclFKtzEFnKgbFjmaMuEKsLeg+H6ilM3KpRDRZgmiG4Gw9NBF4olY6DrCkX9Es846Tjun2Jw/jvV99GHGcYOfhafm4KQviejJjohlgUZ/6XG+4YjWuXC/WX4XG5ieLb7l2LfYem8UdO44AEFSqjUvttEpAGWW3gyjtYtvXA359A9nr19wrzX216itErurps0V5NN6y4blMMEyKCWUfR0Xr4v4Kgkg0CUy5+NVL+rDv2KzVb9Wk8JkWBgtBrYzjBF+6b59cD5qdCI/un5j36z4doQo5LnbSAyLnOcwQXFcE7SW4mmiFeYd1Yw5xRM5ElsugxDbVyqJmCAXN9nYTPJmYDbD/RBPPX7sEFc/BiQWYkTsy3cHx2eC0mefk+WKZ8F0x1y/Og/vcoVYCwPtecxH6ax7e+9VHMrziT9y2A3fuOPqMHxNPCswEUKEsDAkIY9R6ROTaBaqVLuPd5x6jTDLKq1aq+Q91HBzxsKkx/sHLN+GXrlrb9T3MGKr7mO6EODrdlnNuuv2A+DdH5Gi+YrBewZJGFX/xuovlQmnrch+eamP/iSZuenQMAPDA3uO4+H3fw4HUyJagcUpExyZacBxg6WANAzUvF6WhTZHPcnWYj1wpaqXn6Ibgthm5QvuBOEObpbcNYiGvPZfko9cZORu1MiN2QvYDJbvbpEZX8fMfl6EDc0SOJ/0s6emwApe6YH1VTxTtPfjIAQsjHnD7k4fx4ZuewGQrxMNPlZebn5UzctlEvxMJ+o+ZqAJZRM6kVkp5dIOapuwsDETOt1MrAUVPFM/TZ+TodavcR66AWum5rnZOuQgED3O2lGaMqgz5s0WzE6Hmq42VxE6ocOBiAxFLkE3RFUL0hvuruUWH+D50KuBt2w7jxnv34esP7seuIzOSrniqzclNzAYY6tMLVKUUqsRg8lR7X/G8FRhuVPH5u/fixGwHR2c6ch7ZFmSU3U6bmnnrqkkBzlIrswmtjsi5spivV3RVwSgp56eZF/qMXDEiN1DzZUEXxcI4mF9Gqxb3YaYTaeih3Is0Q3BHNgGlZcoCFHIP7juO93zlYdy6TYgsfem+fXjdx+84JYUulP3AHAs5tq/xInm+1EqTSZIXzYCLnYjfmeqnRU1617GrVnYv5ASToBu9kmZ5z1s+gEV91XkjcnGcSL0EUrM91WM8ReRIcK9beOk5obXsOUOtBMSF9aevuhD37TmOf7l7j/x9sxPhQ999Ap+9a/czfkxBHMsbNBeRMw3BC5JSM4ha2YnsXchSiFwP1ErTR4669lzspGhGYS4xWK8gSYScMhnCti3USg2RaylqpRk27zVCLO7bcxwAcMvWw5hqhdi87wSSJMHB9EakpHx8soWRRg0Vz03pdjliJ4HeqRM+cnEhqmBGxVXzQZlCzoIumhFGWUROysVHvQ9lU9SlEEN3qWJAoA9cih3Ifn66Xs0ZrNxjqJRB5MRPGyKXR63kiR4tno2qj0bNy0VfefDzMd85uVYQ4XdvfAgbRkQi+/BT5TvbakbOQq0Ms/O4HKmK4oTNzBkzFHOkVlLThd97cZIoHzlPqI/SaeeInEJyxN/yqJX6+bWvRVUDmSFEw2eqk7aY7URo1HwtyeLrnc8kw+k4gih7vxMiVzQfB+gzi+K1xM+/+PYWzHYiXLxqEQDkrj8nK0xEDuBWKd33iZrv4ReuWI3vbxnHXTtFA7YIkaPnCLPuJLc4Nu0HJCXW1fc1iihONPp7jSFyfVVPWzPiHBpv2SirWlmveBiq+1ozwlyDqaCwqTvXDAqfSVleiBm5w1MCpSHPwLFJwWg5lDZET6Wgz131vDkhH3wPM2mrvUTdKLAVzT1/b0+SBK0gziByJr27yOaIswgoyjQlyDblyFQxIsctWxb3V+Y9IzfZCuTxHjhx6l1PthibbGFJf6V0g4AagtkZuWc5tZLiDc9fhReeO4oP37RVoilbDk4iToAnx6e7PHvhI4hiuaGZnXw7tbK3GTlacGbakXXxcS2wuRm9CG/QvmJ2fEyxk/lsaGYM9YlirB3GOIsKuZTKEDO6o4bI0YxcPVvIVYxuPKAS3V1HZnB4qi1NdreNT2OyGcrNjVDVsckWViwSC1mjkFqpc+eJulWGuy6P11cbvPCEU88h/6Gi2SlBrTQROUWRneu5qhsdxG7hOY4SHMkZ5icEOU/V0gzqohbNyGU3N/U3m+cOwHymXH1Grr/qY7ZHRG6+He5Dk20cm+ngHS/aiA2jjZ4MoItm5MxrCeCy/OIapWI9MNYQM9F0jQQ5K3YiXkcicgb9kfvIAWotoiS64rmSCqoUTbOf1xQ7yaN5ywaIZtYtZhG6iZ30VTy9kGONEg2RY/Qmk+JEM3JF83H8OJXXVwzHgfQ1vHS18Mk8laiVSZLYCznf/CzFyeKbrl6LKE7wP763FQCkZ2deCEQuKkTk6DyRITgtfa6rrxEUWdVKT6Kf9YqXUa2cTwOTi07IRpblGv+16zfgz159keYhGhuJt4l+AlnhLSCVno8VPRNYGETuaDrPTgUd2bcc7pL0L2TsOjJTig3B1Ubpu+kFkfNzCrn5IXKu3LOL8re2MZsnGxJmIVewx9v86spcy0StPDpTfE457XRxX0Uicv90+058+o5dhc+1BUcAD5wuiNxkS7LJygQV13JfSs9FraS/Ybc45Qs5x3Hw33/+YkRxgg98awsA4JGUirT76My8TaB7jTBKZCHSDPTNti0ROT2BnEshN90OrB4TNv6zGUEvM3Kmj1z60lXmIzffDc0MLtW9YkiIpdB317KoVwIKkRu0InK0QHIqpjo39+85hs3pNfPkoSkcnFSLBXWXjs10JLWgUUCttCFyQRTn+lvZwnddLZEzrw9uT2ALQa3U30f36pp/IVfmfJdRrfQcgcjR9dWN8tlf0n6Avycv3myG4ABXtVNdsP6qh0bVQyeKu6rjmvOXZeNHTxySDSgKusb7qh4uWb2oJ0SO3numE2XWvnYYo2p0+LgISBTle6tJamXejFye/UBA9gMsAWZJpCzg6Gf6uhU/6yOXJ+5kUmets3Qp6seLCtd1UHGdYmplEKK/qhdyQax8y3xXIXq0voRxomae0ufRa4wOFhdyZkIexQlGB2p48aalAIBLVp96iNxsJ0IYJ5lCznfNz1LMBtgw2sALzhnBjsMzqHgO1nSxralV3NSsO19ogo7BROTMkQEK64xc+l33VTxNHj6Pxls2iE7Fj8PWZLt0zWK84nkrNFq9iW5yijRF2zojxxo3klo5/xzpWJps0/zU8VRx+nBJufr5RiuI8HMfvR1//q3Huj6Wj5ZQotxLwuzmFHK95kC8Ec9nhYsYAtLeqKI3wHoROyHPMh5h1P1aLkutpOupVnGxuF8Vcjfeuw8fvmkrTsx2EEYxfvfGB/GR72/FRBfqJfcTPngaIXIrSipWAkq9O5Azcs8haiXFmuF+/McXrMf3HhvD+GQLj+wXnjZBlGDPM6x0E0RqQ8tQKyOFJCWMhtOL6R89thXYbQts/GczIraQdQvpIyc7PuIzVD2XecslpdQYywZXeJOIXJoQ8k3HqlppQ+QslAVeyH3tgf04MRvAcQSKS4pDgCrMmp1IFhH9BdTKVkeXfCYDVpqFKPOdV1LvuSSloJnoGi/0bGGnVqp/z1UumycE5YRyskhuVrXSsSIY+ccwB7ETnuh3QeTEjFyKyNV89KeNgW7FWVQgdjLRDLB53wk8ZCBrcZzgtz57Pz5z527t93y25eJVizA22SpNUeI0KRO16YRxZmNQ1MoUkZOFXJZ6A3BqZVrI5VIr03WKxEUivdii69eXiJyaOQPEjBydk6KZXpNKnqfm6zhOSllO5DH4roOK7xY2+2bakVbIyTkGKyKX/oz4DKAj33/dSL+0RskLVcgxRN518Jevvxgf/Pnn4ZxlZH9y6hRyNAeVQeQ8fd21rUtmvOWadQCA9SONwllCQFErSYHUFnkzcqY/KkVWtdKV+zjdG1KgZJ4zcvzayWt08VBeiAkiw/fLhsi1jKYifxyn+y8kIndkSvw8kdLpSO15ISKI4lwfs0f2T2CmE+HrD+7vWhjwpmpt3ojc3GfkXNeRz+coTNH8e9OYwafiq5s6NA/PzQo85VHSedQrHgZrfleUVSJyvodFfVW5PhyeaqMZRPjCPftw02Nj+LeHDuCjN2/H9R++Gbc/eTj39Y4xBPB0mZEbm2hL1fQy4bvmjBxRfp8j1EqKX7xyDeIE+PqD+/HI/hNYlnY+F5Jeec+uY1p3wBZhHGMoRZRMShbv6nPqXK8+chS2ap3UbwqPcV4zculxMLGTKI7nXBzYYogjcot0sRNayBpVTxNA4WInZtiGiIl6dt7yAfwgVa68/pxR7DwyjX3Hs4gcV4oaKKJWhioJB5QBa0/UyhTFowSoaiQpZDKeF4EFxeNI11yL7l7nAVwrtTJbyMU9zMiV9ZED9M2NFkZ+a/C5AK5qR+JDjRSRA9B1To43CZoddV1+9f6ncOn7v4/XfvwO/Pzf3SEpR4Cg93aiONMUUGpzHi5dI6h0ZVE5XnCac3KBxV/Qcx24Ds11xbkm2abqKn397VAvyChqXcROuGolHQf/yWfkZJKbQ61MGEoSFzSVKkxAhbzgfNfJ0Eh5kLAAfW5JrWTHy60VxGvbDe6//a4X4j+9eGPue9Ex0vHR+/mei7MW9eEt16yTM8BUyD26f6I0Ojc+2ZIWBgsZeYWc4zjadx7F3WdrX3bhciwfquH8s4a6vi+nVubNBNH3yanT/GdmVshA5DhSQ2s6L9znw0TRCrkS6x81JMM4a7kg1TmZ/6DVfoA1bui6X9BCbpqolQuPyH3itp148V/fYlURvnf3MQBi7fzy/fsKXyeKVNOO1rt6Dwmzdn34c6dWAowi6blaoZ4XJuNHrkvGPtsdkctSiovm6iiGB6ryXOdFFpHroB1Gcp34v3fuxj/ethPrRvrx7XdfD99z8PUH9ue+HiGAy4dqOJA22d/x2fvxjs/ej9u2He6a7z7TEUQxjs60S3vIAamCbZxIUOQ5icgBgpZx5bol+MI9e7H90DRec+lKAELGeCGiHUZ4yz/d1ZXjK6iVhMjZVSvpcQBRK8svABy9syF5No+QzDFKwZLu7+ukbxGzLqR4bncfubkGR+RWLtYLOdp0FvVVtEJuuhXCcYB+S2fNt3QrCa148aZlSBJxw7z6kpUIogR371Rqp5QYt1gh119EreyY1EonlXbvgVrpCQ4799rS/m7huPPIEzQx6Wu9Rr3HTauMaiUlM0XJOo8yM3ImIie6ja78N0UUqyZKwDr2EpGrKkSumwVB3ozctkNT8F0Hb712HZJER8moKWQi99zI96KVQ3AdlFau5IicqVzZCe3oPxVNOiKno1T08aghQD9NyhqF8pGjGTmDWpkzI2cVOylITmyJTN71LZoqvKhw0lm8fESuk9JRNWplFGsIIhWSnGJpm0Puq3pdUSZfJuRK7Ii/BjEOptshwijGG/7PT/C/frCt8DUp/vDLm/Gyj9yKv791h5b8fP3Bp/CT7Uesz9lyYBIv/Z+34HuPjeW+bl4hB+hrVVBin6h4Lr7yjp/C+159YdfPQ6qVQQFlM9Oo6WIIblIWeaJOKAinQ85nNpyLTihl1vzHc9GuLAWU0M+surOVWhkru5FmEM3bYJ5Qk0wht4AzcrduE4Jkd+3MqpHfv/s4Ni5t4Ip1S/C5u/YUJvfUc+OIXC/USk6r5tfKfCx9Kuy1ikZjFLVSR+TU7K+dIcGDLH94lG1KLOqryKZ5XrTZbObivgpmOhHGJ8R18NMXLMfBiRY2PzWBX33BBly0chE2jDakXL8taJ983spFOHCiieMzHdz02Bi+v2UMb/vUPfirdKb2VIlDU20kSXnrAYDPyImxGFnIPVdm5Hj84pWrsefoLOIEuPbsEZy1qI7thxamkNt3rIkgSrp2mDSxkxzVSkA3B+/VEJzCVq1z76686AUd4iIZADMEN8ROnq4ZuWWDdekXBDCD3r4KOqGiqE61QwxUfbv0uGWBnGoF6Kt4uPbsYQDARSuHcEHaBb6DJTU059gKlBrpQE0gcrbNj6Mp4r1d3RC8DCKXPoYSejP5E9TLYmql7ZqStLg5niu+qJSbkWPd65xknIq9PMTODF4g5wVHT+gnUbpMHzm6nzREzpiRA7LCRWZoM3KsmGqlqofkqcXpwLRBmR1xTonqr/o4b/kgNpdF5IJiRM5WyFVTzzatsDUROUn9QvpTL+TM86HETmzUSvX6JiJH1yZRTQCumJk95yayUiSoIbzp9Md1nTdNN1bHceT1zK8nPqNCRQH3keu1aWIKM/H3AkQC5zpiRm6yFaIdxvjelrGuiXgYxbh/z3EM1H186LtP4Lc+dz+iOMG9u4/h97+0GX/2jcesr3HjvXux4/AM3vG5+/FPt++0PqaokKswimwZ02FAjEqQQl5R1HwP7UDMduaKnWRm5KD9tCW0fH3ke6xE5BhVdH7USlXklqFWcvqkWXAWUSv7LEyKMErkPRknxUqJZeKonJETP48vsNhJK4gkNf3WrToNL4oT3LP7GK5aP4y3XbcOu4/O4vacxoR4vAWR64FaSdeH5zraejqXHIiLlkiv14K93bQ3MinCZdhWNkSubDN+sO53FVoiOj0hcgCw/bDwev7/rlyNDaMNDNV9/MIVqwEI1lW3Qm6w7mPNcD8Onmhi67h4rX9465W4/pxRfPfRg12P+5kMsq4icbwyQTNyZNHiP1eplQDwsxefJW/Mi1cvwjnLBvDkApmFk6s8DfHmRRgnaNTEZmvO1fBCjm7WTo8zcvzEzhWR62Vei+5t09i5wrqJ3dTIeg2OyC1pVGXnFVD8a0oaKDGeboXW+ThAzXOZM3JDfT6uWDsM1wEuW7MEG5cJuffjs4Gk5s52RLeyGURy0e2v+kgSu2xzM4hQ9Vz5fRANkr6/cj5yrnxvIIda2QWRsxdy80Pkar4rVd9KNQFYUyFX7ER2FMsVutJHrohaKecGxP/jRBW2/GuLeSFnsx+o+fL9ulEr+YwcL8xm09nKmvE+QAEiF+qd9ItXLcIj+ydKdc01aqWhXJmnkFvxFSInpI+zjYLYKMTpZdSMXLHYScCSbY7I8e42/+kxiniRx6CSkWfUytxCTn0uehxH/mzB57r81MA5iDm1UinN8cZWLwi8foyUaCthLE55chwHjZpIpuj87jvWxJOWhmUcK/n3bePTmO1EeN+rL8Kf/Oz5+MGWcfzND5/Ee77yMFzHwfZD03j8oL5XRnGC7zwyhpecvwyvfN4K/MW3H8d/+ddHM9dGUSFX9Zlw0zwLHzNqFUGtDOL82TvfpFaaiJw5IxfZRUQAdU1L5HW+iFyP1EpuP5CnWtmxInK6zD2Q9Y207WVxnFhtTGxBdLvpdojjMx25X5MdwXxj874T6IQxBus+btmmF3KPH5zEVCvEdRtH8IrnrcDoQBWfvXNP7mvRV+S7jvxu6j3kYHyt0hG53tNlPvPNvSrzIkOtNBpZ5jptC891M6MZpQu5WsWqiMyDRHZqvodF/ULpkgCVZUN1fPzNz8en3n4VGinbZflQXfqu2eLIdBujAzWsXFzHTCfC/all1PNWDeHFm5Ziz9FZTdfgZMRbP3k3vnjvXgDKQ64n1UpXiGapPfg5Sq0EBJLzustWYf1IP5YP1XHOsgHsODSzIBzavWkhd2w2yw9+dP8EwlTARMzjuEK2PEfsBGCFnMXbqSg0aqXleZzqkxdyEL8H1UqVpIjZEi1Jn+fQtxn1ioeq76LquWhUPTnUDqj5I1nIpb+fbodaAcjDZ8kWxWQrwGC9gkX9FXzu167B79ywEf1VH2uGhVLahtFG+n4RgpTKQl2wgVo+SiMomJzK4iKI41KdMvUc8Ri6fnoWO8lJbGQhN8dz5bAip+y1Q3lSkdgJoIrsbnmRnJErWOBsJqm+m03cwjjJFFiCbkPUSg+N9Fx3syDgGyP3kZtNZ6zovm1bCjmz4SP9n9KmzSVrFuPYTAf7jnUf9G52IvkdmklYO2etqXgOgpAGrV0rddekVkpfwhz7gUrazKA5nTBWQitxrNAAKRri6a/LG1ISzbVcHCbaHsb5yTUv2gjRqFiSGh6Bxfw7itXvuF0AP4a5FnLKEJxeK0u9H6j5mG6HmtnyD7aMZ17rf//wSVz3oZtx186jEs24fO1i/MYLz8arLjkLH/3hk9h1ZAYffePl8F0H39h8QHv+PbuO4ch0G69//ip87E3Px2+/eCM+f/devOsLD2qPo8RuUX8OtZJZPvTCPukWuiG4/XVNg/WMj1wXZEJD5Kr6PhIXFJBlQqhWpo2FHHsW/bMwRC7SP7MpkgOopF9XR1RzWPweb1sKuU//ZDde8Jc3Y3eXucokSXB8poOlafNzezrOUvXcBUPk7tklZuB+44VnY8/RWe2Y7twhqJbXnj2Cmu/hTVevxQ+fGMfWMXsTZ9Bk8gAAIABJREFUn5puLtvPejIEZ9cQ35vnci0oY29HFoKFM3I51EouPAcUN4ztM3Ll0PJyiFwkVTgXp3kaaVUsHazhwpVDuHL9sHz8iiFRoOVRNo/NdDDcqGLlYpGb3bL1EAbrPlYM1XHNhhEAwD3pjOTJiJl2iNufPIJbUqSY0MVeqJWCSadmt+fib1gUp1UhBwDvf+1F+Ld3Xg8AOHfZIJpBhP0n5q50Q13wPUdFIXfCKOTGJ1t49cd+jO9vGWcD/C76ql5mroYnceSR1DO1kj3WlBIHsjMjtihzs1NQTqQS8nTRcXREbiGplQAwVPexpFGRxQMlt3xGDlDf6VQrtJqBA7yTqc/IUeH3U+eMSirPecsGASgPo9lOlNkQJUpjERngs3SAUqDsJbGj64HeNzsjVyx2Ym7yFPTW8ym6zU5gUbgOR3LT985B5CjBLqta2auPHF2fmv1AkkOtrChqZXlEjhVyrDBrSkROvKaGyKVridkNbxtd1+vOFpvVrQXKXvL9gkh6lZkzcnnUStlsILqh62QaBSa1Us7I5ahWAqLLzamVUvUvTuTMnJqR0wsjK5preQ9z1qkoufY9JWxCCbvvZT8rDy5GRYUcRxfNRgS99lwLORII4bN85msMpKq5VMjVfBf//vg4Nu87gVf+ze3YNj6FThjj83fvQRQneOfnH8CX7tuHsxbVsXa4X1r2bFo+iHe8aCNedclZuP7cUXxz8wEN9f32IwfQV/HwkvOXwXUd/PErzsdbr12Hmx4b0wqgiWYA1xEiUGZUfF3sZEERubTBFxbYDziOSCgJJTAROXOfDJm1BL0HRZ9E5NSaNh+RL13sJP8ap+CITWZGzpj1BcQ6IlgU6nE+R+QsnnM8Dk+3MdUO8XtffEhDsr96/1P4ziOKzjbZDBHGCTYtF3snJe0blw3g+GzQ1bqlTNyz+xjOXzGI114mtA9uZajcXTuP4uzRhkRAfvUFGzBQ8/Gh7z5ufS2e/9CaNBdDcN9ztX1oPmIn3BC8aGwiV+wkfUpUsFbK47QwekxKcV4M1svMyMVynp6olcQYGGlUM4+n8zaeQ6+kQu6sRaKQe2DvCWxaPgjHcXDBWYMYqPmarsEzHU+l4ngkJDU22ULVczFs+ax5wfeRiivGO0YaVazqYsFSNk67Qq7mezLJJ6nm7YbgyaGpFt73jcfw65+5D7/yqXu0ziaPP/ryZvzeFx8CwBA5g1p5fLaDJBGbWcCSmkbVyyJyvJBLB+LjxE6RzIuuYicl4PlekgzTfiBOxQTctIMQx4kwmV7wQq6CJSksLyg0umrlkIHITbVDDFgUK4GsGTAgZuRsCpfnLBfXzJrhPlQ8B7OdSCbW1D0jSoAtuW+lCIx671S4pIfi2ZeInHh9syMvxFCKkk+7gI5rJJ9zCVqgS9FyXYu8tvE0ur7o3imrWtltmBvQBXpcV8w4mTNyZoHFqZX9VV8hcl3sB/jGqFMrQ/RX/AyFE1DeS1lETqdWblzawLqRfvzw8SzqYkYziDA6UIXrZBG5PPRfIFWJnGGyqaKaPld03vJ85MTxe/K76EQKkRPUSv1+KJyRK0D8lS2AQtrykusqEzZRM3JuoWplyMRGKPEOo1jRLQ3qHr12L76RZnDEPYhiaQRNMVAXiByd35dftAIP7TuBd33hQTx+cBKfuG0n7th+BEemO/iTnz0fzY6YL/rla9fJpH5RXwU3/d4L8d5Xng8AeM2lK7H/RBMP7D0uP/dNj47hJRcsk80MAFg73I8kEUgzxUQzwFBfxboHVFz1/RaJkswlar6LdhB1bSR6riMNwbuJnUSJqUpomZGTzYB4XvueVeykhP1AkNpb8IaFab4OZJuKgIHqaWtWdj+hguKhfSfwl999At/YfACv+7s78Adf3ixN2wHgSCp0smlFWsil4yznpXvpkXkqVwbpfOc1G4axbqSBDaMN3LL1kDzGe3Ydw7UbR+TjlzSqeOcN5+BHWw9bRaLiOIHjkPy/l655vRdy1AiimMu1rewH3FJiJ9SQ4Egef45NZMkMm49cWZ2DoT4fM52o8BhbYSTn6Rf3iRxux6FpDNV9K/KpCrk2xiZauPi/fU+irICYuxwdqErhuyhOcG7aNPA9F1euXyIR25MRTx0XtcGeo7OI4wTjEy0sG6p19cTlwdcczxVslh//8Uvwi1esWZBjPO0KOR5UyO0w5gf+7cED+PRPduPxg5O4ddvhXAh+55EZfPeRMcy0Q+w9JqrtE7MdLRmkBI/oDoC4uPqqfqFqpZCXt6sSFgXfWKxiJ073xYAjh93CtB+gOQevREd+PjEyUMWy9AYXnVc7Iiepla3AagYOcP8dHZEbslAxCZFbMVRHX5qISu+WChVy+dRKPksHqCKMisFyYicpItexI3IVS0eNRzdq5XxOlbmBFIVGrcwTOzGoZN0So1LUSpvYietoKpr0exOR81x1XzVqnirau0i88/uNd7ebnQj1qicLqE6k/tZdtVJ8Vsdx8NLzl+MnO452Vc+kRsJQX3aWIV+10kEQKklzahRsPzSN9e/9Nm5/8rD83mTBlZ6mdg61ko5fIXKxRDrtPnKO9pOGvwHFArCFFDspQfPms6ViRs5FtYtwkJi/MqmVCvE2RV/E8Sqa5VxmqIRkP7t2u1ArX//8VUgS0Wy8dM1ifHPzAfxo6yG4DvDWa9fjb954Oa7eMIw3X71Wex2eaLzswuWo+S6+uVkgLYJW2cHPXXyW9hxiMfCu/EQzsM7Hic+iiufoaZmRo7mS/PXAd52MuqrZ7KEwBVm4wFPdUK2MCpoGZUJD5NLLp+jrkfYDKY2XX1t5M3J1Q/WO1C05S0Q8NruXBVGCobqP1122Ep/88S68+wsPYmyihfOWD1hnfamQo3ko8kycL71y95EZzHYiXL5WCEa96LyluHPnUbSCCFsOTmKqHeLas0e057zgnFEAsM5O8WZPzXd7olUCrPnkLJxqpec54DOQeWHmIuZ1XNpHjr1HnAIK5cROxH0+XUCvbAexbJAS3XqqHUrqrRlkMTU20cKdO49gqh3i+1vG5LEdnxWI3LLBujzGTcuVH+fVG4bx5KHpXI/BpztIP6MZRBifagkz8B5olYCeP9N10Ff1FgwgOa0LueFGFSONasZLbuv4FJYO1vC3b74cQD5tKowTdKIYP95+BHuPzcoEeooldUSj6qQyyIDYiLsicmEik6Be7Adq3RA5I7GxBVdt6ha0V5jzcKbYwVwGfYviQ2+4BB947UUARNeKOlF51MrpdgG10s0ukJM5iNxV64cx3Kji4lWL0jnHMENnKELkmoFKWAGVqLYLkAszqLs6m1PIdaNWcnl0HpISMo9zJWfkeqVW5iS2Jp2k28v2lbAfMJUMI4nIZel65BnHxRDovuqr+NLOohfVSt7dnu1E6K+wGTn2tzxqZTOIpBAHxUsvWIZOGOOO7cUUkmZHNBKG6hVMtrKNJKvYSTo7RkVDxRWFxJ0pXeW7j47J741OnyrA8xs5tYqLVhjJRIEjcsojURVJ/Cef4yjyqZSzj6QYWVAs2Gbk/BIzciQ2RAlQEClfQjWDpc4hT5Ln0uDixxlYPs9Azcd0SxVy124YwcWrFuHXrt+Av3rDJWiHMf7l7r04Z9kA+qoefvrC5fjSb12HJQVUn8F6BS85fxm+9fBBhFGMbz1yEP1VDy/etEx/b7I/YNdWYSHnO/p3Po+ZMjM4tbIbAtEJqZEmfkcPz8wKRXbKIsAROaKKzo/dwFHnMoicx/YxE4WsMrSOohXmI3LCi66YWhmmfqQfesMl+Oe3X4XvvPuFuO09N+DyNUu0pigpVp633Cjk0v/PpZCb7YTy3NA+SE2EF523FK1AIHFyPm7DsPZ8v4CZxBH+6zaO4OUXLu/p2PhaRVRoYG40W0mtdF02I9edWqkKOfF7PubCj9EW5owc5YplZ+SALNuDB0fkBmu+vNdGc5RoqegZm2xJIZO7dx6T7xPFCYYbNXiug+VpMUjXGgBck577e3uck4vjxHp99BpPMd/hXUdmMD7Zm4ccYCJyCwuKAKd5IQcAZy2uZywDto5N4fwVg2iklJE8IQNasL983z60ghgXpvL0Jxi9km6sIOJ0IZqRK7YfoA1uQamVlMQWzVD1NCPnwHEUJY24+ZTISf+tBb5SNi4dwLoRITjCxU4oSc4ickViJ6oLSTGZg8itHenHA//1ZTh3+SD603NI7ykRuS4zcn0WmX4qQMvUUL6ByJnJT1exE5Zo8qDTPZ8uj7RVKCl2EhmFUx4iJ2fkuhwbnykoel/AUDJMr2OJLKf/yKhWusp+oFETvl813y3hI8c64SFD5AJDtdJiP2CjVpoqaletH8Zgze9Kr5ylQq7P7wGRU/YDQvpYWGbQd1JlnpEmNU1SKy0LQF/FQzuIZINLFnIxU600CiKeJJVB5Kw+cnmFHLtvtBm5gsRJqFa68r3IL84sPNsaIjf3GTlAKd3Sa5nFdyOdkZtshqh6LuoVF9981/X401ddgE0rBnH1hmFEcYLnrVrU0/u+5tKVODLdxo+3H8FNj47hpRcs12jiAGSzjDcziwo5n1ErF35GzkUziBAnxeuRn17fABPryUXk9GKTN+XMGbn5inxx1Lk3amWc+S7z7Af6zEJOUoET5NHBKUixtV7xcMP5y3DhyiFBRTSo17SOrRiqY1FfBQdTFEwictPtnnzqojjByz5yG/7hth3iWI086dqzR1D1Xdy67TDu2nkUG5c2JHtHfk5L81a+PivWX3vZKnzkly4rfWwAn5HTG6PeHJoUnOFiy1PMoL2C1tKsGF0ZRE4XsyozV0cxVKKQ4zNyruvIMZg8RK6v6mGo7mN8soUH9ggq7ONjk5hoBtLOYnRANKFI8OS8FaqQu3jVYtQrLu7ukV75rhsfxNv/+Z55eyjuOz4rc89dR2YwNtE7IsfP10Kz24BnQSHXqAoaCkUUJ9g2PoXzlg8yilwOIpfeUD98QvCxL1m9GICuXMmplQFLTvotYiemaqUs5ObqI5ejWgl0ETthFNAywSlppApnUisXGpHjIdTJUh+5DCIn+NoznSjffsBQg2qHkZQyLop6xUOzE2VMvouUDM25BFOtsBQiZ8zImdfHvO0H5nGqiKpT5nwTtTJJEkXNM8VO5IxcOSpaGfsBs0tJSQ9vSFDiZBZyruvg3OUDWLW4D6uX9ANIE+cuhRwvDE2xk66qlUGkiUfYOulV38W1G0e6zgJIamW9kp2RK/CR495UJApC30mt4mbOH+01eYbggKJW0npDBTL3kTMLOM1+gM845lwWEn2N9HNtC4EOUedaoHzd7AcCNg9HiByn8tHfNCGreRZyOiKXFfIYqPmYSqmVQ31+xqT9bdetAyBsK3qJG85fhoGajz//1hYcm+ngVQatEuDUSlbIzQYyWTPDnEucDxvAjJrvlUI+PU6tNGY8bYUcX9s4A0baDzAvwvnOyKmiUPyu6OuRHoNRkik4K7JA06mVNWMdUaqVsVYwWAu5nPNl3jNEaVvSqMiEu15x5fp5aLKND3zrcbzgQzdrIiV5sW18CvtPNCUtMgj1PKmv6uGaDcO4+YlDuHf38QytElD7kw3dKmr2lInMmmU0o3oJTeykhL4BqWKb8+7ZGbliqrGGyPXQ2CcWU5FyZZshcgCkcmVeIQeIObmdh2fwxNgkrtkwjCQB7tt9TO6RJByydrgfowM1Dd2r+i6ev3aJRPHKxt6js7j9ySP48v1P9fQ8M5463sTz1y5BzXfxyFMTaAbR/KiVZwq5bDRq+qzanqMzaIcxNjFELi9Jo9kaWusvXSMKueOskFOInBoeFtRKi/2A4SNHypW9zch195GjY8+LXgzBgdTYmaEbvqvMK5XYwcJffBTcR64VRPBdR85KdcJYFupdVSsjpXAJIDf5oFCInC52Qu8znYvIZQ1Y6TXKfOf0HBIUyFArU8TEFkmiJ5o85usjB3Cj83KInDgmdf2Yb21SdLsVcnQOCn3kTEQu9Xvi1Eq6B0ykzHMcXLRyEe5470vk5tFf9UrbDwzWfA2RIx85q9jJjFpH2qHeSbfNbSwbrOUKM1HQjOZg3c+oVuaKnfhKWdVzSZI/ls2TmufmUysL6OH1ilCblYVchYudCDocFR9y5owlKNosUh4iR0W7xhiwXxu+q+6bKBYd9IrXRQE2TuTMKhWX3GuM3itvRm7OhRyjStnsBwQiZy+gXnHRCrzv1Rfi9c9f3dP71iseXn7Rcuw8PING1cOLNy3NPMY2I1OIyDFV0G4UyF6DJ4tFjaWKm52RU8q2+mNNyiLfb7nqKkBI/9yP33NdTUSMH5ctOC3SvM5pZpgXWM0gyiD7yqfQROTsYic2pJNTQgHhITdY81HzPZlgL+mvouq7WNJfweHpFm569CD2n2jiVz51D37vxgdx27bDuQ0UoshR06VtIHIAcMOmZdh1ZAbTbeEfZztG+pxmzBcZNptOih7ee7pcq2QRuSLxJXMG35wHp/NS9PGI7ZAYe2GZ4x8qU8gxRA6A9JLLo1YCYk7urp1HESfAr16/AVVPIGzUJKC9+A9/ZhP++e1XZZ5/zYYRieKVDbr+/vt3Hp/XfN2+Y7NYO9yP9SMNOY7QO7WSrWULTW/Ds6SQ4/Mt21JX+PNXDKK/iyJdFCe4av0wHEckMJesFh3O4ywB46pslCQo+wFDVpwrm0WJnKsoEm4woyu1soTYCdHAym6qDkuAqZslfaSYbPvTFTVfqd/RQiYRjkgVcnkIG58tANQi1A2R66t6mGViJ4RGESpko9s1jSScNkJJkyzxPdH10MqhVlbcfERONhMs70O/WgjVyrL2A4C4ZuJYoCqmkpPsnJacketPaRjLhvI3BdXMSN8/VtcsfW10f9iolWY0quURuUbNl+c6jlMj+aqPmie+N96QmO1EzHhevX47iLUklUJIPxcfR3MOiFxFInK6aqVC5DzESZKug3oiXESJrfsemhq1UiXC5ryUDZEjP8xi1UpF16Sfecm1oJCquTtSqwtyCjmaoVAWCY70iDPtEjrG2j6/Qk63HzC76wN1H3EiZkpsBZTvuXj7CzbkFldF8ZpLhbz7T1+43NpMUE0scW0lSdJd7IQlmXOhn+WF7o9WgMh5qpBTjQjx09wni3zk6J7kDYb5IIyaMmvcvZCTiFycPyPHWT9tq2qlum85Hdw2IxfEdiVDIYakUytHUiRuNF3PFqfJ+9LBGh7adwIHJlr4k589H+940Ub8YMs43vape3DFB36A3//iQ3h0/4T2+sQ64F674vOr7/qnL1BzbeQlph9jfh40X7skRavWUfn5IXKuvJZMRUkezY5+TiVFmDcXWIPMFqY6plyrShy+TezIjNYcEbkwFnvMtWeP4LI1i/H1B/fjvV97BH0VD6tSSuXKxX24eHWWaXB1iuLdv6c8KteJYlxw1hBm2iE++B27VUW3mGgGmGyFWDPch/Wj/dKmrHdqpfr3GUTOEo2qp1EnnxibguMIj7mqJyRfc6mVcYIVi+q4ZPVinDVUx/JBcXKOz6qLWFIrQzXA77tuBgkE9G5ZJ4rRSRG5ag+bG++o12w+ciUQOXmcJd/XM4ydXTc7G/K0InIVV5uRqxniEdQdHqjlJxOA6s7R7NBgzuMp+qsemp1QIXLkYZaalU9bqZVxxkcOUCbRZQpeKsLo2rJSK3OSzyLa7ILYD1T0BLYo+BxKXjJOh0nXZLdjq3gubvmjG/BLV+bL8mZUKxNxLGJGTp/ZMxMgWyLVX8s2ZcygzbdR82V3m5C5/qonNzZKSgiNI58Ynki1gkjraFIM1n10othKg6KQYicW1Uou0sHDd0WBo+bGRPLNxZjIdoRCUiupeVVgP0DrHn0HcZJkZPVpLTJRY9UEyCnkDPS1CJHjBRLZD4imiD1xogJUHpvrSMVNKXBgrIN0DAtpP2Dea1RMHTjRlB3yhYrrzxnFG69ag9944dnWvw8Y1MrZjpD/L6VaOc8E2gy+/xWLO6j9Qybhki2gr6OmMTLtM1XPlderLqI09+Pnc6B0GEVfj8/2sTzVSmL5AHbVSm4cHnSjVuaKI+lKr0dn2hIxWZqiLjx5f3T/JADg+nOW4r2vPB/3/9eX4R/fdiVeduEK/Pvj43jrJ++WNMokSSQiFxqFHC+q1470Y9PyQZy3fMBaIJjNWx5U7Mw1PKOJ4zPEvtegeXrfUyynwhk5E5Fz1ToJFNuvyOcY6piykCuBBNmo1WaYiBx5yS0tQuTSwue8ZYNY1FfBC88dxeGpNi5fuxhf+e3rZGMgLy5fu1igeIxeOdsJ8aOth7SxBR5BFOP8FYP4rf+wEV97YD/+fUt3ex8zyHpg9ZJ+bBhVSpq9F3KcXbDwuXQxZHEahCio1CK1dWwK64b7NU+wvEKOEpsPvPYiHJ8NMFgXCjwckWtaZuQqnpNK1+tDyRlq5RzETngiNldqZRkeNQ/XUYkvdSFNatXTcfFRCL8ghWT0VV3l/xXFsjuch7BJZCjWqZXdELn+qo+mxX4AoOTeQq3sRNrmSd9xO6WElgnasIlamRE7SQ2cbcGVU80whSrmEr0ZglOyhNxkXIpmGGIERdHNaNMUMiAKFLdDKBI7MaNRzV8jKOj1Bmu+vF5o3emrMPsBo5BbvaQfD+49oQmeiBk5GyKnNlEbWhKlxVe94sF1HMx0opQe5UoBjqqXfV41VRakTnXFdTSxkyASM478/FGy0A5i6clkRq3iGjNyKhHms2dAdt6E+2GWolYyilpePsJne0g63kutF2xBx80VKkNmnM6/B96kI8SRf65eouIrlDDPfgAQBrpXrR/OPH8+4acqhXlB4wi0hhKVKb+QE98ZUb4XcpaaJ/bdVCvl+ZBzwnoCTJGHyFV4oh2ra6hiuU/LBl1PQFlqpbrWzIJTMA4MsRObaqWnPkOeZQpFngKs77rSQ9Z1HRyd7sh5OCqqljT05H2o7kt7gnrFw8suXI6XXbgcOw5vxKv/9sf43RsfxOd/41ocONHE+GQ7/ZyJ/LxANt/52Jsvz9UC8A2mh/a5ShQ7RWHOyNFxzQmRY76oZewHzEaxazQtywjw5CFyvczImU1C7RjngsilVMTnrxMWE7/5orPxqkvOwtlLB3Kfw6Ne8XDpmkVS8GT7oSn8p395ANvGp/EnP3s+fvM/bMw8JwhFY/OdLzkHt2w7hP/8pYfw7Xe9EGtH+ru+34+eOISxyZb0Ol6zpF9DKYsYQ7bg330vKvZl49mByHVC2XnbOj4lFxT1d3uHmxbLS1YvxovOWwrXdbCkv6rNyFEnixZXQGyGNMPFF8hOFEtqx1x95Bwmj15UyHXzGQPK+4mZlDTXyYpUzGdh7Bb1iu4jV/eVCmA7iKTMep7YCUkEE8WHbjib/QCPvqohdsIU3EwRHYo8H7lWmBUtyAt6Tp6PnM1+YPuhKfxgy3jGaJmHqbQ3l+htRk78LErG6XdBGM/L3872mqbYievoc3OArZDLvl6/hSZtBoltDNR9RQOmQi71g/FdR9KpJSK32IbIxRm1QEAVcrbrTjxPIYBDfXrCLRUoC6iVQs3NlSIMdM8FUSxNdCmo4G5HWcNqCrpvJSInxU4STQ0SUNdTBpFL0a28BNdMZMKc6wygeS12TXjFhuBchZjeK4p1pIIKTtMQPI7nvi4K+wdVRJvFDxVycQJ5np+p8FxH+tgBZQo5VzYCADvle67Bk8Ui4S5+PVDDwTGuG4rMjBxR33xXJtrUQzNRsV7DdblqZfZYzeCJPs148jBFSGzIPrcpCGI1M2udkYvts9Z0HNQ0nGgGWJKiLiR2QggKqUleuX7Y+tk2Lh3AB177PNy96xj+9uYnJa2y6qvPkrd2nbt8EOevGMq8Jj/GXERuHsmySQOXa9ccru31Iw30VTyMNGoZUTZbkJgVhbRfIUQu6o56e8b7UN5aJi+o+kLFeaqgsZk3I1dYyKV/uyIt5Gq+V7qIo7hmwwge2T+BG+/Zi9d87A4cne7gqvVL8Nff24bHD05mHk+icPWKh//zlisw0w7xlfv3lXqvT/9kN/7/rz2CD35nCwBg9ZI+rE9V1hf3V3r2JuTXztMhHHjaF3L9NR9JIhKldhhh95EZbGIeFP0WCiSFLflc3F/RCjlK8ISdgJpP6q9l56g6YSx9qYIwsXK/y0SN0T3M8Iwb2xZhSg0q6zzPKWmEyEmRigJD4IUKLnZCM0BcpIKolXmG4IBOY1FiJ11m5Cq62AlfnBo1L4PSEKqhF3K0UZZH5Og5uaqVblbs5J/v2I33fvVhJuuevTbodM+nkKPkqQwNg1+LUWLvgnKZ6IVCdTOSzIViJwrZ5c/l0YtqZaPma9cqoEzMqwxZpjWEqJW8UMylVtZo0NzeDZXIcTojByiZaEmBtNynRH+jubVKKqYzw9gGZqeXswzy7v26n6pWyu86ReRSHzl+XavkSKcpEbUy7z3Mop2Mvm1RNRA533UyNDEe8jujjrvnIDIQObp+qeit+u68ETndfiDOnLMGW+fmMgc33yAfO6BcIdcJVdNyYWfkSlIr2Xu6BiJnbpORUTgrRM7NIHJxMj+qqOYjl/4s2pI5ymQalwPi+jYNwc2GEBf+iqS9gIt2no+c5fNx9UxA0IppXxg1qZXp/6/ekI8cv+GK1Xj95avw0R8+iU//ZDeG6j7OXTagCrk5NLxN1En/XPM0cjcsLKSC7RyuhWvOHsGj7/8ZLGlUmUBLwYxcHrVSNhfirgUl3Q6mGX3Z72Sor9LTjNxPbRzBDZuWFoqdXLtxBG+8ag1edkFvnn48yHblvV97BBetHMK33/1C/P0vX4Ghvgr+8xcfkms0RYc15NYM92NkoIZDJT0PozhBzXex71gTAzUfi/sr2LBUFHK90iqBp1+18llBrQREFztMO4PkRUF/t806Afah2OFGFce7+ch5rizYZtsRkNaNnTBOk0IhADCXBQoQm8sU7N31Ml7OBJnbAAAgAElEQVQkvao2ua6jfOSYuTKgjHCfXmqlp4lE1H1jRs4pRuQA3UNqsiQi11/1JLXScx0toTIpu3RsAAyxE4Uclu3Y0WY7myd2YrEfaIcxZjuRRBeKqJULIXZS1oMQgEbDyTumIIpLNxa6hSwgWZJU9V04jFopZ+RKUCv7qx4mmwLVzztGuqf6Kq5E4uj8USFX81WiRSa6q62InF21stt8ArfJIDVDUq60zZlQkAgIzTESikKNChu1kr4mmzw+BalW0n3HVf/CWC8AVQGH9GeaoKTqenlJhn1GxPpQiTRymp+Xsg1sayIl7JTMCl9E5a/F319+v56LMI5zfRPLRMVzMRWI795Gb+OU8JNSyNV7QeQcjca3sDNy5cRO+AiBaT9gReQs4ws0T8+fU2Q+XyZ4c7EMtZI+Y0D3hPHeFT+LyJmiSfRdcCq167p2sZPI3kBRBaU4ZqGGK+5trloJCB9fQJk258UHXvc8PLTvBB7ZP4GXnL8Mx2c7co8rYhPkRREzab72A9SMUKqV89tXJVOmhP1AsxPJ7xbIMhKiEs0FasLS+hbGvTXjB+u+ZEHZom3QP689e8RqEcFjqF4ppHSXiSvXL8GFZw3hheeN4g9fvknm1e9/zUX4nc8/gJ/sOIobNi2Tjw8M8a+lAzUcKaleGUQxLluzGG++Zi0mmwEcx8HSgRr+H3vvHmxLdtaH/VY/9t5nn8d9P+Z1Z6QZjWZGzxlGEiOQBFgCKbERNpAAfhCDLRsDZcckMbbLOKacVIIrcVIOSUG5TBG7HGzjEFRGhhgcJ7FJjIhVxiBZWBJCr3ncO3NnznPv3a/80f2t9a3Vq7tX9+7eZ+9zz1c1defss093792r11rf9/t9v9/2yMeNDomcrUjaZ2w8Irc9UgkV0ZkusR6b7ZGP46oeOQut5aJBrZQ9cnGqNcfT5o1v9hdJKhPLKFYInm1zVRdUybb9nSm9bou2fj4mtdL3+AZmeGrluKhyR0mKkyjFZOTrPXJS7KQGkfPVornv8H4gRzayLBe32Qp9bRNvo1YSPYVTMGkTOIvcpbdNQ/Cy/UA5kYuTFCdRwuwgLGhtj/YDbVQr65QH+Ua4rzFUFjvh1EpovxsbiZxtI/X2hy7itZMIv/yplyrPGctEzpciJ4SoboX5OBsFntYj53tCTvpaj1yFauVOg2IYF+UxjVvrikYjttkOvKJCHyfyuVrE+e9s1MpFbBdEAPKxEqeZfC7ouzYl/AGLEhxH5LJqvy4zaa8XO8mRR0ljEwJhoAoJZpjCQbn/UlogFfRaUahhnnvLip2ERTII5PQ1myE4Rd9iJy6xMw7kuHKlVraROHcNvv7VHZePM3objeVuPXIq+VqGWsn9vNyolWoDbhOOCX0hxU7StOiXNZB9PRnM+2cnTBWaR53YCaColYtYbYgfujzFOPDwuqs5OvGNT93ET3/PO/H0rUs130Q+pv/Gdz2NSejhvW+4KpFcgBmCtyh4h0ayySNZMgEv+8jpc0HXCDtQK00GlkuRvlK10vE7qVNPzrIsR+Ra7mn7iOkowMf+9Hvw5z/0pDZuSW2eiqcUpvjX1d0xblsQOVsrA/Uuf/jtD+APP/cIgHxN/O53PyKVf9vERvjICSE+KIT4tBDiM0KIH7b8/s8KIT4phPgNIcSvCCEe7uO8gI7IUQLGxRKmo6CmR65ckbpsJnK8R05SKz1JrTyJdGolmUlHSXdq5aiGWunSMFvlD1MVnij7NMkNeI38eF9Bm9p5nOaSyoGnISkHswhCqEZ8W+RKcKpHbmccNF4zoaqvHC5K4hPb47K3mKJglns3ZnHivImh+3pc2SNXNjGmz0abb5ulhekB1iXoe3BpyNWolak9SaJriZL+euToa+ZiJ0StNL1zSj5ylov4lqcfwCNXpvhv/vdPVypgEdWJTOQBlZxxaqVM5I4XuDQN5XzAE7m5RaQAAKNL2hdRjgAqRC7faEc1VW3aNNEmYBLmSPShRORysYoqamUdIgeohVD6yKVl03q1Ocp/9thmg4RJbEGv655z1rcWUvgMHfJF7ebJpKN6npDopNlvSoncqJBmX9Z+gDbktg37zilTK3cZIkfjq8qTMyjEZAZB5DS/zurj2satolaaiJxecKOCoS4P775prgvfUzL+VT6bPDgN3WZGzvvKaDya80hoSQa3Rj5OLD1y1X3NKknKskyzNbm8PcKv/cX34/c8eV1e0/seL/sR2uJN91/Av/zz78cfee4R+RwBDJFrsU8ilWKblP+yoju0jpk9csvugZRqZRO1khcw8n9lv5tDkmrS0U0hoKbYmwSVYidRkiHLyuPuNIOAGy5SSOsKX4Ou7ZQTub/9/3web/3Pf6lkZF81hv6zDz6Bb/2qdv6dgL4nq+v37RpLH1EI4QP4cQAfAvAUgO8UQjxlvO0TAJ7NsuytAH4WwI8te16Kben5xRA5Bk3vVKgPAvaJ7FJBraQF4IT1yEkfuUAhctzDbpGk8noWhsplmxgHPkJf1FLVmgzB2yyofAOcy5AztcGV9MgVHlwFzXFr5MP38grpPE5wMI+xMwpqExSqpgM5NW2vQbESUH5xrxwvShOTDZGj8cWlcul7adMjx/8GKI8Pm9gJjSVCa2y9DWZfT5dQiFzz1GBSK23zE9+c9OVFWOob0BC5JrGT8jWEvof/+AOP49++cIBf+DfPW89JiNw4zGnAWZaVqJUjX/V6vnacmzlTdfU40hG5KvsBQDdj5sHVVWUiV4wHQgltliWB78mxppLRVEvkqqiVi8TeRwOosULX6+IjR+NKEztJq4sPpo9Sfq+rELk8EeNJFu8ZMkOpVipEjlsy0GuATv9K+Dk6IDakSpsVvYTm83ra1Mrdid4jJ0R1f/Ko+CxtBBVcw1W1km/WTHo5v+1pWqYQj2XhivfI6Uh/1+CIHK2v9dRKlUDZETlF3VY0/zKbA1D2A4EnMA48KyKX/766WBwldlbRha2wM03+wjTMhaGYkfwiTgsKaLtjmsblFH30NgJqrlpGtdJ23LoivNkjJxlYLcbk8ohcUM0KkevM+pD5tke5avQrDICxCQ1e3R3hzuECWZYXKH7sF/8t/tLP/xbSLLd64dG3lcomIHLvBPCZLMs+l2XZAsDPAPgwf0OWZf9HlmXHxY//L4D2KW1FUMX7aB7LjFxD5GrsB8zqHABcmoZYMCGAY4bIUX9S4Hl2amXMqJWJ6pFrw/2m91dVp8yqoS1a98gJIRtiqeIj1QZrRCL6CqlQGaeaEMS4QDgOZ3FtfxygCwjsn0SN/XGAkga+e7TQJk8AVp/AF/ZzLxze7EoV/1nkrlpp9siVqZWKekWh+v9i+R4zpP1AD4hcG9XKOrETnxUE+hpD3IMMgEQDBaMI01hw8ZEDgN/71vvx+I0d/PV/8tvWTb+sbofK+Jv3rAF6r+fhPMbuOJDvP2FjKe+Rs1Arxw09crR5GzFqZdEjd+cgn/vIuJfHyBeM2uUV1imJnBcXcVoIxqi/4YWcKgELek7JHoRTK3N/NI5c26vbSZrVWgpwCia9v/q9Oe2R7jUZggMK0eYRsffRNZEoBP2dyUwYB75ETPjv28TI92Q/Nz8XxThQSUUVEjZkmKqVe5Owck4haiWtR31Ka2uJXJ0hOKdWSguW/GdOraT/1xG5IpELeI8cs7BYYi4l1cosUyqndXMgnSoXOykXLLiYD22oS4gc65Ej5datUQW10iK0A+jG5F1ojy7BqZVmL5Nr+BWJ3LJFQ7NHTs4PS45tryg2NvXITaxiJ9UIvhmlggRjKLjEXg21ksS8xmuEyAkhcGk71BC5yDJur+2MsUhS7J/E+MQXX8X/+M8+i3//rfcBQClH6FOcDdiMHrkHAHBNzy8Vr1XF9wL4x7ZfCCE+IoT4dSHEr9++fdv2llJQ4nS0iPHKcV495FXM3DC8PIlRdc6GyAEKpp1JZbdMIXK+kGiOqVo5LhYEzUeuA7WyamKjub3JELxdjxzjYEt0w0DkBpBMpaCJK0/GI3kPRoWa5eE8bux349W5g1nc6CEHKN+4V44WJfWv6bg8bl4sErkbF5Q6E/XgzOPE+QGlxZaUEm29EKUeOdn/l2+abZOyNARfImHaatEjx82aK8VOWEGgN9VKgzZFaKDndUPk6PU/+4E34nN3jvC/fuLLpd8T1YISsJNFIp99jVqZqERuZ8ITuaLxvBAhsFFTyNakshrKfOu2R7nnJY2Hlw7ysXndIgFtUhxztdaYIXL5ZlNH5NTzX2U/QGjGgUTkVJGJm2oD6nsvIyb11ErPupGxX48USCo2uZ4QUqjA2iMnkw+VtKn5Tr9ODZFLs6XETsz1wTyGEELOd6ejWhlqPnJ11xAUvclEFe21R07b0Lr1yJnjjFOllTGyej+tzSOLYXPduHQJjoxQHaHueGSjMzfGIAUlzQDr1zYKQpQsxEXfYujV9chV2A8w9cwuQiQuwdc43oPX6hieZ+2RS5dEU8zETRZ1eihE8hYQM2Tfo81HjrUMNCWpZrG/bf9qjsjVW+CsEyIH5Cy8l7VErlxYInuE24czfPGVHFf6wW94DABKwnZx4q554BJ87KwrIuccQog/BOBZAH/N9vssy34yy7Jnsyx79to1N971lImd3D1a4OJWqC2MZPpsJj626hygaJnUJ8d75GQF169A5IrKEqFDnXvk/OpEjh7SOrGTJG3XI8eRjDTVEblVGYIDwCef38ciSfHkfbvy9QUlco2InEKxjqNE9jDWBd3Du8eLEtVtZxRgwRYyAHjhtRkCT+DqttosBwyRc7YfCOhvEqtNROB5yDI9WafroAnWtrmm0y9zr2jz5IbIUSJXTflQyK6O+CwTVWInAkq1UomdFKI5NI5rFuNvetMNvOWBC/jvf/nfafcdUBM7JWazOJF9J1TUyXvk8vngqCg+BH6Orh8XvbSz2L4Bo9gZVy+inFrpeQJ7WyFePaZELuf+X7coavF+St/LK/Rppha7RZIiNXocaXgtalUrCZGLtZ9J7ERPIAuk11CAi9MGsRND3KnO20taBUSKDm4q8PEw6TecWmlW47kqKJmG89+3CTIEV4lk+RiUyJ0GIkc9cmmaNSZy9N2dMOpuX6GpVtYcV6PwGoUCvk7a7hn5toa+8pHjVhdLITsMTaaik2jYCgSeokGWVCsZHZELH5lBvaJx8exuFerMZkQN9gO8z7//RI75yFWIrjSF76t2Ch5xupywFv2tUq3sh1oJkJKpvUfudqGoqPnISW9DNSadEblEL2q6fie7kxAnTI2Yx7wCCT7tyNXmLdRKQ7USAG4fLGRR/oGLWxgFXsl+KBc76W/MawrO69gjB+DLAB5iPz9YvKaFEOL9AP4igG/OssxNA9QhdpjYyStHC41WyX9v0uSSiirF5e180bpbbJCkj1xs+MiRIbhBrRz5nuSy2waTS4xDz9rrkl9v/m+TIXg7+wFoIhGeEPI8qxQ7+Ve/excA8NR9uQkoIXL7s7iRKsn7ymaLRBMkqQqaMNNMV6IEFNLLx80L+zNc3x1ri7sNdWgKmogjY7Mrf29BERTaWIPI9Wg/4HIMWhfSAlWxip2QWEXSI7XSs2y4hN4jR9+XROSIWlkzLIQQ+KFvfBxffvUEf+/jX9B+R8/UJFTP/ckihhAqKeN+iAezWI6hrZEv0TSbhQWP3UmAg7kdkTN78q5sj/DyUT6VvrQ/x3TkW5FrLaHyRencUVKmVmoVxBrVSvqsgIHIGQthFSKXC+U02w9wlKSqSGUmFbxHLrJsnlRhTl0bbVR8htIBLJELPaSZ6rnrstEnQ3AymbchjDvjoLY3bcggNsPRIsbd4wgXp3WJXP75TyqSj2ViHJTHjy3490eJkq2XvGrNHwcegooeuT6QHaIP8+uq/BtfSLTN2iMX64mcjeIWFtRdMvzObUIsdPEK4QxlXJ12LkY3RcDQtHmcdqJuVvbIpcuNQ7OP1yw+LRM2RWogn19+8O9+AuPAw9e9UYEYZhuBi5CLzUajzfXX9WqbCsXrEpe2R1qPnG3cKkRujhfZepkr2xuIXM89cvyerSsi93EAbxBCvE4IMQLwHQA+yt8ghHgawE8gT+KqNb47BKc42hK56biMnAH26hyghCwktVJTreSInFrsKIjrTVz2yOjTcY1J4FdW7GlAmOp6v3PnCO/5sX+KF/dneTW8tf2Aqt4EFmrlsIhcfo8+8cVXNWnjkU89clHjhoZPkLM4KVElbTFlKphbFtVKAJri6Yv7M9y4oCMets1qU9jU/PTf6xsKgPXIFT1Rtip+H/YDT923h/c/eQNvfuBC43v5ZjzLYEXcJKKRLCflzcNj5wV0OrBElltSKyne9/g1PHZ9B7/yb/VpihIIei5nUe7rx20rRmyjRT1ygDKez/+ubD7Po076ecZ65IDc04l6424fzuVCZcbIKDaYVfxZlJRQMY4SVy08VCyRYifcR84QSTERLo12VlN4Mu1W6hA5eia4sAsXkDAjNug3fBMdyuvU6Zo0l1fR31wi8HNDdm5nY8b22MfuuF7gaajgxdE7B3NZybYFfb+zQRC5sl+nLbT+E6NPmCNyVcqa48DHiKG3nMbbByIXp6ofsmluDn1PFROMc3PVSkmttIobCblfIXEjq9hJBerABVPIR7ZvRG4UCFlci5KsU2Lge2VRMKBA5JZJwI3EzWQTLBM2IbMsy/CXP/qb+LXPv4If+7a34ombe/J3JbGnmh5hCl/uH1SvZ5vr353oQlo81haRm9oRuZEtkTuY53u5vQmEEIWyfRno6XPPa6N/9xlLl/uyLIuFED8A4JcA+AD+VpZlvyWE+FEAv55l2UeRUyl3APyDYoPwhSzLvnnZcwNKGORwnuDu8QK3Lk+135OKpNnMmFRUKS4zamWuTKf6SGL2QPhergaly4qnkqYRxZxa2e7G/cA3PCYpU2aYctwU/+7FA3zxlRN8/s5Re0SuMMIFymInXDhgqKBJ/FPP7+Op+/bk4kLiES49clzq+WSRVG6UeUxZsmcTOwH0cfPCazM8fmNXe1/Y4QFVCov2BdJnPQoUVBSQPXKWRL0P+4EL0xB/87ufdXqvRq2sGHNcNGcc9IMuKGolin9zREdwRI5t0oVQE3vTRkoIgas7I2uFTkPkoiSn8LIxNA7zRC7LcrNtGkNTRm2SFc2KQk1df8LJQqdTXd0d41Nf2QcAvFSgxbYIjMKBOeaOF0mRiKvvht/Kqg0AFUuk/YDpI2dVrdSROUrkKqnkvnGva4RRVFKhhG3oNRtNSImdePL9tFGRfTG+Pg+ahYFOiJwhEGJF5CbhqdAqAbWRO5jFuHM4x9WKcQVYqJU9Ijf07GZZ/fpjHWdsbqKoUtYcF2u2TSSilx45dq+bDhd4qphQplbyHjm7amV+DEXdpTmr2kfOVkhU6w+33egzckSOVCuTTohfwNZ8HkuL1BhI3CiguWv578C3XPNP/+rn8b/82hfx/V//KD78dl1eotRG0AWRS9sJ1u1JP9PyOjRfY0Tu1ZNI3nvVI6eu88JWiNAXuH0wx0v7c7le7owDy3rfb4+c51AYXSZ62VllWfYxAB8zXvsR9v/v7+M8VTEtLAZeOVrg7Q9d1H6nKHLlGwWUNyl7WyGEyBG5RaLMZTnCRmjXdORrmTw17YaBkKqVth6opqhDQ0xamTw345u375HTRSI8IeQEEq0QkYuSDE/dr6pRObUycVKtDD0hFwbTVLMq+Hts9gOAnsi9uD/He96g9242oWtVERTojW0Tx3sUKEz7Adv9VZtl58tYKmhYk0FyHbUyStLGTYxrSMEf7iPn6T5yvC+A9z65bLyno0CKh1AkBcp9fTdHZJ9/7QQnC32cjQpK9TzOe6hozHLvuSZq5d4kLEkhU5wUFhc05q7tjPF/FX0Vtw/mePK+Pevf8THqF+IHFJe3RziaxwXSBfY+B0SOqJVzk1qZUxnNBJIfl/cj1Ulq82b/jGiYFRuZwESHfEattCZy+mIfsA2AiRyqDUzRc7lEgSv0BaKU9VxbjvGu113G/RfK/Y6rCBq3X3n1BPM4bUDkChR00T8iJwRJ59cjLJohuETk8p9t1ErzGh+5OsWty9PeVSt5YuhiPwDoiJzVELxkP1CeR0a+kMqXoS8KsRO7/YbVfoDtMXhvaJ/Bk9KuYidBRY9cX5TYEiLXw9gOjWv+v//dbfzoP/okPvDUDfzQB95Yer8Ue2K9301bO7MgQWuh6/XXIXJVaqmnHZenIbIsF2e6vD2yWn/lRdox7hzO8eLBDG97MM8VpmO/hMi5+PW1CVuxqc9YPQF/gCDPr7vHC6l4qH6nV40pqrw1fE/g4laIu8cRZguOiDAfueKmTEeBTBClcabvIfQ8RGmGKO7WxFsXVYkcbTTmUdqa3+uzDTBRyGgCWWWPHABtM0r+N0eLxAGR49TKtBLx4MFRuFIiJxG5/P4eznOVv5slamW3BzT0BBZQqpfaMS0WEzT2iFppq5AqI9PVZHL0eUleuw6R63NilNV2LnYihG6jwdBzTwgnsROKrZFvpWL7nsDrrm5DCOCzLx3heBFrY2gUeJhHyp9tx4LINVFT6sROjo3E8cr2CAezGLMowUsHc7z3cfuGmy9mgSe0ftDru2O8ehyVqJV6BbGiRy6gHjmyHyiolSR2oqHVes+Z7J1MM9njaAufba6b6Gnlfi0PY7KfiC0b2VSfz3XTVn0zZyJysjDQoToR+rmYkaRnWnZm3//1j7U+bl9B4/bzd44A5P5LVWHrS+wzxkUSUreO8oIBnd6k5ALVvUJ/+3veBSHU/VAb4H56rdKMUSsbjudriJz+mTUfuZp5JBf+yuScuzXyqsVOLGNPWnakGfwBVStpsx0l1Yh8XVTaDyT9UGKrBJqWCZMO+td+6dN45Mo2/vp/+HbrNfP5L/+3WZG8pFrZsUdu0xA5ALK9ip4TU5/i6s4YL0lqZb5ebo/KFmVxatcv6Br8u+87JwBWrFo5VGyPfby0P0eUZJIaSTGtEDupUx3b2wqxP4uk0hypJ0ZG8jcdqUp7XnWDFDuJ4rSzP0pdcCUsHrQIzeO0stJWFXwDTD0oZpP/kNRKjhA8dZ+OyJEJd5OdQFj0nVAV0abmZQZ/T8l+gAzfi3HzwmtlDzk6L0WbiZ4WS1exE6pekhCGjcIkjE3M0NFGtXIxoNgJGUpryHKqKuCBJ5jYiQMixxA0CkK5t0Y+Hri4hc/ePiwSKzUuyX6AesZ2mNiJ6pGj3pb21MqZYRZLlLcv3T3G4TzG9b2qHjl9jPJjXN+b4GgRl6iV/FZVoftE66LPSz+naeEjZ4is0PkBtdmQHoQV94XTaJt6PWz9WtS3N7MlcoS+WVTp6Pq4DyKgNjDL9A7T9VepE5520Fz7O0Uid22nGhkMjESu73WCvm9XRK5ErbQhcsb4yecOoVEhgR56rRgyksj5qOFvfCGTNPO71HzkKuwH6BiLJC184nIEnixBeFQhjrJHm/f5D6lauYzYic1+YElEzqSB07X1InZiJJ/EIqsqVFvbCByKAcByPnKAPZFbW0RuW1ebjyoowdd2x/jc7UPMohQ3ir3c1FK47btHjhcfh5jvz0giF+CLd3NfiCpEzvQEq1KwAvKFbP8kkpu5va1Q+shxqmROrVSqlgAMamW/WT3AFgdjUqZK/zxOWg9CvgEu+cgtoc7mGhw9e0JD5HzpDdKUyOWyvlmrZlzPU+IVJfsBo0dOesgZiVzXJlYaFzZRmjqxE5pcbQvVqqmVdAmkPGhL1Ph30tcQMoUMyFDaEwL0jXHE3feULYHLPbJN7Lzv9LHrO/js7UPMogRTNs7GgS/tMgCWyLEeFdnnVkH9Jelnmyn5iUEZvlpQ3j75/AEAVFLgbD5yFDd2xzheJJ2olZQkHVjETnJF1uoNNg37OMmkobstqEct1TbD9YncnPXIKXGaMiJh0iNtn5nOPzeQCSlI0aE4QZsLGgtDVGiXCZprP+eAyI1kUjoMc4PWhro+czqnEEqkx6SkAc1+WiVKWs24dAlZcEqY/UATtdJTCpPmmku990CD/UDRf0ZzFs0ZHJXLsvwZrfOR08RO+t7H+EL2Vs+TtLWyN13nIIbgstgk5LXy15eJwPc0po1JzzeDhqpSY24uLpQowq3tB/Lnf//EInayrojcVCFyQJk2T3FtZ4wv3c1bF8iqZ3tcFjvpu0fOZT1dJtbrbnSM7VEg+0rIPkD+ziJaAdQjcruFISpNfBe2QukdxJGu6SjAiRRDYYlcQYHoWmmqi0BWy6oRuahljxxX+6MkcJWIHE0Kj1yZapWpceBJ0ZedcX3jf07VyEqCEE1BypVbI/0+TQ3VSonIGdRK/QF1v9e0MbFRK+1iJ0StjIq/r6ZWrkrpTshqYVYkU5bPoglo9ITI2RrAhSjZaAD5/dGURZ2olYEFkVNV3kev5Ync0VwXOxkx30NAp1ZKRK6h0CCln+flaujJwkDkdvLF61PP54InNg85wO4jR3HzwgRJmuE4SqyG4EC1gIVE5GxiJ2laSiDp/PnPjHZWo8TG5bervD/VdRZJBUM0iO5ZZYgMqORMe5ZJydKYBzm1UohuzxodcygUa9mgcUuI3NU2qpU9KPvxGDvYoUhDd4tYjxWRqziWKJgouj9l92uXa3VBC3a5zYEvMK8YF1QgBjgiZ1etjJNCcIij0uwZoM9o85Hj1z2kjxyQr2udEbmKHrneDMFNimVPiBxHRo8WsbaGmFH2THWj5wK6ZQt/vSnqqJVNPd6nFRKRk4mcXWiQF6VuFIyWqcV+oHfVyoF75M5EIjcd+TIDvzQ1ETmyCShTpQD7l0r0JonITQJpjslvyHTkS6RPQ+Sk/YCdg75M0IS3MBG5SNEUkpYTGd8A06bYpBStQuzEFGvgi0eT2AktwE2Gy2bQxthM/ExE7oV9O7VSCCHvcTtqpb5I8KDFlYud0KQsEbkaH7lVbQxpjJB5ubt6UrMAACAASURBVC1J4h+vtx45g17MxU5o3ybFTlhRwryeqpiOfM0HEtARuUev7WAWpfidO0dWsRNKtmnMckPeOtlw/je2RfQkSrQFVCJyhXJllWql1iPnK0ROCHWMw1lUnchV3LeR70GIciKXpFmJ3m2KnHA/zFqxEyZaQZS3quTJRLp8Zhcxt1ErUwORs/QFmj1yNFfN4+4V28C4zr6Tn2WD1swvv3oC3xOlNZVH6bP03J9LY6ruuGbfJX+NtyBUqVaaxyJxEheFwLrQlFlrxjiPwFdelDbVStkjRz5ylgQrNwTPZD8VPe/zSJ/P6Hyla2CJgIlE9xWcdZIrGvfYI7ek2miJWulA721zbO5/OotSzQap6lpU0bJ53jGN7SWF3HEs5/Zavux95jGP1xyRK6iVskfOgshR3KhF5Pr2kWsujC4T63U3OgZHcSp95FogcntbIQ5mkdx8kQz0yUKXyd3SRAwUJ3dUKDIN0SPHpYF5cGpl3uTcrkcuYYlcLnaS/07Ktg+MyF3dGeG5R6+UXqdoEjsJfA9RmsoNhWvFiKph5vtzfzCdWrk3Caw0CFkRbkOtLL5gWyWSHnROwaCJKZaVVBsil/+7zCLWJjjtI03tSZJm1tuXj1yF2IkQglFQ1POt0V8droHGBKdX8ibzx67vAMgTKxORAyBRZGkIHgYW1Ur780nSzzbFsJOFfj7yxfnk802JHE+oPDnWd0aBvMaDWazdPz6UqxYeIYSWkNJ5kiwrFbGUMqRXHF/dw1qxE2MznB+jApErXueGyhO5ibVQK6XYCD2/5Z4+00eO98h1RZhlwhkNk/wsG54nsDMOkGX5elqPhunoYv9iJ8W4qUl26b7r47cYXw4+cuaxXIR1XIL3yKVZ5jT/hZ6oVK3kPpWzKME48KzHDH2R9+inqVbM4NTKOsVUEy2jc/cZ8hxx2l210rP3yPWlNlqiWPbwnJIQDaDuRx0iJwRZFamkrIkFwMcdoMZ9m8uv6tVeV0PwrZGPrdAvIXLmuLq2qwrx15nYySxKNYZPlvWbcPkOhdFl4kyoVlKyBpR75ELfwyjwSohcnZKPichdKBK540L+m2J7FEgRFa5qFvgC8SyfoPrufyCaVFRFrYzS1vxeYSAZmtjJChI5zxP453/uG0qLBX8I9xoQuYAQuZbQ/1ZFIieEKNSMFLXSpFXycwMde+RsqpUkdpKWK6jme3jIyvSqqZUF7c2aXGqIXD/nVVVKFP9SX6fyjeJiJ/y+uNwj2VOySOSzryNy2/K9vJpKi5vs6xwr2u5JlCDL1PgcV1Ir8/MdViByF5i32CT0sTMOcPtgjqAGOTEpjrSx2x4Hsof4YBZjOlKJoKvvzSTMP9uI+XClae5hxcfov/eW+yCESj5pU0SIXHVyxlA+8kOqeC/NjTPWvzaRtDIbIldQK2Uix45FSpbFqcwN7XKIHCWc60mtBPI18HAe11oPAJakdCBqZX3yZaNW6sUeQKdbVwWhPIqO1vHCoaMpWQtqZb2PnErkqta4vHessB/wVLHFRq203a+AoWWUQPRdkFbKmLRPaj9uAk/vN6PoK5FTPXL9IXK52El+D6lQWJfI0Xkliucg5OKzORMAK4C538PdSSiF1XjM43wPPASqtGxc3h7hlaP8mqMKRI7aEXYngVy7twnsWcTYnYROyH3bsLFT+oz1uxsdgqrKgSfk5kn7/cgvG4LXTGS7kxCHi1jCraTic7KIS4jcsUmt9KlHLit85IahJJSolbFCBs1NVFP4Qu8t8hmKoXrkhh0qk9AvbdDGLaiVucFoVtsEbosqaiVA1FmFyJlCJxTch8o16qmVhLoqCoa5YNVRK1eFyClqZY3YyQA9cvQ1S2plVvaR42bLNjGEulCInJoz4kRt3C9vj3Bxms8JfDNF4/WVo9zbjcbsdBTkaqrMYLcKkavrTziJEs06AFAL07XdcXWCY/DzJSI3UYjc4TzWvhtNir82kSs22r6iY9NGmI/ty9sj/MF3PcyOn/9LNMyqazdR37rroeeGq0GSOmiVITJde/5+HbkEINUMpWplSIhc0rlgIiX7JbVy/ZZhYkDUmYED6tqH8JED1Pddq1ppsY8wiz35/zdvaKkgSAnMMkUxTnFLHel+gedV9huGvicFQmZRWjmHBEW/ODFzeGGKQvol1oidxAMiciSSExX7pK4+crGlR27ZRE7RqvN/3/bgBbzjkUtaEa1rcPsBWl+2aqiVgM6Yih0+m4nIuRQwzNibBNLqiEc+7tarP47i0nbIVCtJ7ET/zFRI5Hs5SugosXZB7tuG77utp11j/VaQDkGc/kvbI+tGbTqyc2ABu4LV3iSnldw5yAfF3pa60XxgTEc+jotKO++RI5ngQaiVUlHK3iNHqpWteuQYJU2hG5Qwtp8E+opRG2qllzcR1zWB24I27TbK5A7jTr+wPyv1x8lzd+qRKxC5GvsB2mhGlsXKhn7R0Pd7ropXBbcfqBQ7Ya/1lchJuokhdiIAbRwDeSJgKiY2xVaoT+zyHDIhFHjsWk6vtFErXz5awBOqOEBj8WSRYBYlEKJ6Y0SInK0aOjPETgDV43atZsM9MhC50PcQ+iJH5MbKZ5PfPp1a6ZDIecp7kpLVuio7R9rSrHqTy1ENWSmtUq0MDKTLzyvHvqck3XmY5t/8lmgm0yyRkz3KSyByio5Y7SN32kFFiCZEThqCEwo6UI9cXUHU1iNHt8bFR04/lqchcsvJ2Ouos8v8lycndnVWGt9RkmIWVyNyI98rxNlSDYHnFhzSQ9FKrWRJ1kA9cjxZjOIUI799clDVI7esITgNNTrGs49cxj/4k+/u5TvIDcEpkcufmW0XRC7R92dN78/fW6hW1tBoq2J3Elb0yCVrR6ukuDQdSdVKyZCz2A8AkB5ygELkqGjfJfFtinP7AYegqrLpIUexMw6sqjSAfXBTVfylg1zgQlIrF4lWwdoeB4XkfQpdtVIUiVzWeyXL83KqmJnI0cAlH7m2PXLcR863+MidSiLHJvfthqpVUEyQJy0ROarG2BbF7XFuFBknKW4fzGuole2pF1SRtBqyFsch30KTRuuzTbP5OrDCHjlCxoqNj+28Q9gP0HGTLBclSDMosRMax0zsRPXQuF0AJWe8p8REuR+tSeReOVpgexxoNiV0vFmUYBL4lcjgzrgekTNpOJTIVfXHAXavw0noY3ccaNTQqqS7DsEwN9q+J2RRqQ5pol8lUlSiApFjKB/d26r3BhKR0w2VJ4VRuxlRgbLSvbD1yOXHVT6EYyae0nVONE2015FaqRC5aqETwIIu9o3IOahW2qjtZm8R4OanFRSb5qpkqk0o0aoUWaZ7M1af37P+P6ALnZmektoxfIEozmS/Oy8kUZgeivrfUwI6oGqlbBFJC/uB9t9zZY/c0obg/VEpbceOjESuzn4AyNfzJOuSyOU/01fU5jup65FbV0Tu8vZIIXIV1MqdcYBx4OHGbg0ilwyAyDG6bl9aATzORI8cVTRMoROK6di3+kQAVT1yeeL24n5OkVLUSr1HbotNkCa1kpp4m3q7ugRJ7fPgqpW59Lf7YNF85ExErqLxehVBm6adceDU4BsVCxzQQrVS9siV308+gXcOF0izsoccRRdVK1qk7YgcoRWFwImRtFfdC0mtXNG94n5uSWpv5h8CkaNjpWmmiRLwccyranJhdjx/k9gJADx6Pe+T44swbTrvHi00BJnmieNFUkuJAuqplcc2RG6XqJXVps3cfoA+w1boY3vsawUSUVE1rBtPnFoJ5N8x0bzrURQ1xokaa39fMcY4IlfxXtroSmqlUEmrDZGLU93n06ZaSec7XuTjiatWdh3PgXGd6yZ2Aqg1rxmRG7pHrpm2Lgs1xv3whEI/ALXm1903QnnSHqryioabVjIWzLB5L6rfFclPnDNPqvpsSfgrKuwHpOBPzKmV1SiNLCQWgm1C9L/+UyFzEeeo37iTIXhFj9ySiJzpH9dnkJgOoKiVdaqVQL7OcvZJc4+cgcil3RC5fcsatPaI3KGRyBnXKoTAf/pNb8RbH7woX6P8gdSXiQHl9wjCdNFRaHX8QY664pgSIleRyOWiFRU9cg2InBAK8TuOYlzcUueQTZJRgrkmdpJXXaIBeuQAvemZgvfIteWI8wWPFpxVip1UBW3MmszAAUijzZOWYieSWml5/844wAv7s0rrAXluVm1xjUAicrYeBbWQAuV+yKoxJX3kVobI5efJsvw/22VpdKeeK1yEBOY/G+OYXhei9SSqekpYj5whIETKlRoi5ytqpZbIsR6VOpECIB+3I98rJXJpgfybf+uGyJU3h49d38HjN3blHAboiCkfQnVFIUpKpRql50atVGqU1dYV2vuy5r4lU0SEo482sZMo0e1k+P+HBiJHocROks6bRUJq1tV+AFCIXB1lFyjTRHtXrQxzamxdFZs2XOb843lCsx9wUq0svMk4ot81eNJf1UNcPr8dFQZUwTAqesEnFRvqsECqckTO0wrOFHXopFLGzs26c5uRfu8rzRe0XndB/PyKHrm+DMGH2PNwFLGV2Mkp9MjZqJV1BYTTjr1JgMNFLM3uAfsa9Mfe83rtZ8ofKLGu81jsGl6HPWKbOBOJ3E6xGbm0bW9GnY583Dmca6/VDW6qRr60P8c09DX6yNUdhsgRJDuPJSIX+h5GBbWyaxNvU4ysiZzqkaNKnGt4nkoaaKIoUStXlBzw4IhcUwSeQJRmUmbcWbWSxE4sk+l0HOB4kVSagctzW+TLm0KqVjYspPxfdb4qRK7+930Hp1bGqZ1qNhi1sqCb8M09H8c2sRPX85tUCyCnW/DP8rYHL+LRa9ua9yGnVj5+Y5cdj1ErLcmYGbuWRZQQJXOcykRuryaRs1AG/+4f/+r8uIw+WoWe1o1r+iwSlRZCzkW13l++QtpqqZVegbSmmaQKVYqdVKBD49CrEDvRETmbD1n+/+o99DmXUSSmKvFaUyude+QKdHEwHzm/cQMayudbf58vBFge11G1cplETiX9aeYmtBR69jEI6LYAsyjBxRqV2rjo0eeIHH8GVH9o+X75xTNH1Moh9jD0DNDmubP9QIVq5XI9csNtunkP5IljIpcXKPP/T1tRK4u1sANVcG8rxDxOCwROXd88TpzZTquO7cIy5SRSDDmblkDp70bUI5ffD5de2i4ReGKQ4gBwRhI52njV9ciZ1MqkZiIjBOjF/Rm2Rj5GBX/7aJ5oA2PKKFNS1SxQ1MqoqGb1Hfnxq+0HqBLnGqSKlGUkk8yplTm1YlWS9jzou2tSrAQsPXINkyOFpFZaDJp3xj4O5zFeLBC5atVKquA5nVL7m1qxk6LaSEn77jjAwTyu3CytHJFj1MqjeWJNuIdq8iW6ScKQN1O0J39f+wqrjVpp9shd2RnjV37o67S/G8nNSaKhyLwiTv5PdWHrT6BFv1LspGbDzekl5ncwDjxp26AlMuz/axE5Qx7e84QsptQVFLjCpXlu23uTLGukxknhDQMdGgc1iBz7Pvj/m5YNFGpznjr34ZpBx1tXHznAXbVSJnKxjoL2Fd/y9gdwX0UBjcImdpL/rHtxOvfIGfNK15CIXJQiyzKnQpJfMR4BXbG6XrVSGYLnKrU1YicV30XoeVLsZJA9jKf2VPl1dEDkvHKPnDRyX+K+VY2nPsJndFCFyDULuRHDxMXsnFu7AOiELnOK/3iHJXJRN/P2VcSUKTCTj6nLvnW7ApHruyDue2IQhh5wRsROaNExPeQopmNfThgUddU56pE7WiTYGvlapZffXPKvO1rEWlNwGKhJcIgbF/hlsRPdfqCdoppX+Mhx6gl9L23RvT6DIHwXRI4myJNFoVrpONk8cXMPr7+2bU0Wp6MAx/MYL+zPEPoCVyrGVxfDUEq0rT4+BrWS/iVj+qrFlyatlfXIMWrl/iySSLZ5TbTu9LkwEt2EL1JCCNCyzl9vm8jZ5Lpd6MpVBvZbLDFsolYCeeHCROSqChTPPHwRX/vYVTx961Ll8apogoDyS6T/V6+D/U0dIkfjWPWJzlyolVQ1zpQoQ1V4HvUt2T8DhUwqSj1yntYfRBEZiFzVJpq/zhG5Ze0HZmtMrby+N0bgCU0UwBZ07UOJnbzlwQslKlTVNZjPp+cJeyJXi8jpqpXLFDBHLOl3bXcIKhBiQBU2m1QrSWwtLgq6VGxxtR/IX88ppkMjctTy0uUcoaVHTvZML1EcGbJHLvS4jxzZD7hTK/NxVP/ZSohcmhcR2tBjq3q15zXj7rRjZ6yQtTZtTbT+SUSuRtF+mThH5Bri+m6+6Dx8ZWr9fW2PnNVHTq+ma9VZ9v9USTlZJIZqpYdF4cHSRY2pKUbF8XloYidJ2x65vJIVs8XLZ4jcqhAeM9r0yFGF73AeIfTdDSs/+Oab+OCbb1p/tz0OcFRQK6/vTmp6c9qLndD12qqdUjUsMRC54ntoolauWrVyHqc4XiQy0TTDFwKxo/y2+7lzugk3/iZkCYBGjaoSQ6gKjrRTxIbYiS34ZmTbInYyixLMG8ROAGB3HDojctd3J/g7f+xdtcfjLALbdzAKPGAO8GEl2PfpYj8gUWnBELk6aiVtNpK0UZqdKtJNYid0ncROkD1ygW9VrTRFofRErpzgCaGSsGUMwYcWCOkjvvWZB/H0Q5dwYVrvnTW0IbhLVKkG+57ylQT4nFA9Lk0fueUQOZ1a6TL/aEUXi48ckHtkkfqtLQJPqbSSLcgo8DTBH+mhWPUseWIpj7emoPNKamUXRM4vUyv7QFNUQbT/z81RRNceOc/TrXaaPpvskWPtMm1R/91xYYNjUvzXGZGTCVlcKtLVhSq0kv1Ae3EYl/DYXqTvWM870jKu703wz//cN+Dr33jd+vvtcVDI8pepBbYvlgQHgHIiN2IP0TartHPfCnrPSZR08kdpCrvYSf7zLE5kJc41iJKWMhSDnvtF0n3DsmzQhEGTSl1Qz83hvHqBaxt0fz9350jzHTGDxko7sRPqkSvfJ0ryZLOyichVTMpDNmnbgjYmr50UfosVCbcnE6n+zu17ulE6Ka2ahuDcSsP1ewn83AvyOFLJ1DKIHO+5q6ukU+xOAqmgRdHWVoMHX0DqxA1sqn9A/bjmPnJ0LiexE4nI0Xdbff0+Je0NFCF6LkwRkUnoVfjIpdo8qSVyFhTTF0Izee5amAjZ+pAff/2W4Uno46n79xrfZ6Kgp/FZ6P6Yt4MbKQNqPq1H5PLkIO4hIeCqlVmWdbAfMBI5QoMLamUVkhMGopRYb4W+RICBZnQyKLzoBqNWFsc8WnQXOwm8sthJwgp7XaOLeJnzsVnyebxIpMp5XZj2A02fjVgwpFaZphnaPpabicjxRM4dkSPvZxqLcYeeQpcIPDGYx+/6rSAd4+aFSSV0TBWPI+tEZv8KaCBvjXzohrrq/3kmz6mVSl56GEQuDMrccKIOdaG4iMJ/y0atBE5HsRJQG2OXHjnaxB3OY0wc++OaglCVz90+rBQ6AdRi2YaGQ5OMlVppIHJUJNhrROROJ5F79Tiv2lVV74eQ3qXFLeFiJ6JsCN4FkQPyZ1vzXXKgK/Oijc1+gPvI1UVuxlqByHUc29znrfS7gDbC9kTOzX6gOL6r2Imk/6SNPS2elxeamprQyWPT7NfKVSvbUStt/29WVLtu8kvea2uIyLkGCWMQVe80lgpZqLHaD6ifkwZEFyBELtWQ/q6hFE672g941t+R2Mm4AtkPLcngJPS0PtFIJqoV1MoCORqMWkmJ3Lw7Ihd4ntQ6oKD1YJlNOM3d2w4tHW0j79fNn/vjRew0nxO1HHC3VuBCMF0QOSoabxIiR/fraBEX+hTuY2A69nE8H7pHzhus0LWed6TnMJsZAcaDrbhZMpELfS0Z03rkWKVdVaE9A8EbZhIsUSuL89PE2JZaSV5g+c9CW8BOK5GjBcStR65A5GZRb6pKJM1+MIsrhU4AtWFts3i4iZ0QIkeJXFj5NwATO1lVIldcxt0ikbP1yAFqg9WnhDWJnUiTaCFkQQLQ+wK6GLxuj/ySj1wjIsfGHS8+cDuDuko6xe4kwP6JvUeuazWUxpRtIRnJJE9/nd5aV9mkZ23EEkXpI1ez4NOYkAlAI0riJgkf+qLUIzcOPKvYSZxUUyttCV5e4GKvd0bkTBRrcxM5gBWlvGHMbl3PX6ZWQqNWOiNySdaL/UDgewiK5yFxpFbakGAKnhjO47SaWmlJBrdCX84hgFpTKsVOfG9QaiWdl/qSOiFyNmqlw3zSFK+/toO//yeew3seu9r5GFWxM87bfLIsw/EikayfuvBFvtZJIReHz0b2PIDb2mUG7X/3TzYHkePqk1GS1a4/5b8NFCI3UI+c7w03198TidzUkBcFmqkFJHjCxU4AfYGfGiIGgE6tNN/fV9iolYQI0mBsYwjuFTLNHMWokt9eZZDql1OPnKRWxp3V5MzgZslVHnL83G0mS2UIbkHkPH2Ta4qdVFVR6fSr6pHzJSJXUCsreuRkz8GgYifQETlWAe+CCHJEjnxpmhE5e49c6OfPk0TkGgoN13bHOJjHGopE/9/UT9F0bVZEroFa6YbIURFB9evW+fAoMaVmexNCVlwk4UNPJW30jFUhcrEhU64KDnaaJfckbLqOupACIWtMrWwTdWNrFVGtWmkXO6lF5HzTn3K5zzQO8n61tAO1ssp+4LBA66vFTvh+xY5K19kPAJQkDU+tXMZ+gCcrFH31N73zdZcHKYjuTAKkhUT+SSGm1xT0OduMyaAQ7QG62THQ/nd/ExG5eYxFSw/n6ciXIIiLKFKX4FZIfcd63pGeY6cOkav4Yve2CJELDGqlej9Jdx8vYnzq+QO8/uo2PE+XGB2qmhWVqJW6ElKb5MvzlHpc/rdC21idVsW4HSKXv/dgFvdWMeKb8XpqZc+IHMkHk9hJqlMrqzbIq1atFDKRa0DkJDWtv3P7xSYtNVBkKsDzKqTa6LkffzoK5LPkqoTGn/VdNnaEEJiGviz4jBuolWTu/dK+8r48rhA7cY2wZozSdVclcvX2A3RcC7WyZiGle0IFqLpNE4mdOCVy3GqBbWLpmngsYr1HTqGWJrLjyWvsg3Je6uXbcEQuqJnLVnl+8/Es9cg1JC9AWbVy2eLTuBh7WeYmiV9XKKDvl+huVQUhG8o8MRE5Sngqnm1JrRwMkdN75LqMndw71uiRy5ZH5IaMHSaRf7yIG60HAKVh0AYl5kluF4N0uk5O8c+ybL0ROW4/0FIxnoTtALXv6nsf5XtiMBr9PZHI0cPCBQSSBtUmEtjYGulUSb7wk3T30TzBJ75wV0qAVyF4fYWJyMVJKh/aqEOjprBMFF4PG5Zl48FLW3j61sVaaXWKgCFyQyRyddTKUG4k2iRynvav7XhUbIhiUq0kRK4ikVt5j1z+790CkbtQpVpZUTFf6tye0OjA1KvDe+R84/toi8gdS6pF/aaHYlQhdgIAkwLhczEEv16MtRcPZvK1tv6IZhA9vA6RK4tFoPibOmqlrlrpMWplraVA8avIYdGU6KvD5trmC1dpCJ5mWpFOibvon5eLH/DjdxY7Ke7FLErhifXddLpGXf/lKoIXEXj4nvLfAhgi18ZHrg9ELk6cxXGqxHcASD/bgwZEjo/fUKLSnqbc2oQ60B5jKEQukNTKZQzBPWQZrPd4XYsjxC46nMU4WiRODAsTJXbvkcvvd9LSjgrIx97OWPczjZLc83NtETnGkGvbI7fNeuRo39WG1eYSJjW/z1jPO9JzUK/T8ZxXpOonaq1HTqNK6u/fGvn49AsHePlogWcevghA38C0GUyuEfqerGQDYOICZTqQS/gmtXKJDXCfsT0O8HN/6mvwxpu7je+lz95rIscm2VpqZYceOVXFLv+NKJQWaSKmsUoocXWPXP7vqgrjNC5eK/q56PpK7xvAqJwQOdNHTkvkDGplm/NPR6qC7bqABp6Q98BslL//wgS//eIBFnGz/QAppHJEjtCbrmO7DpGrogZTglGLyNnETiS1svpz0hineaxe7KSsUFoVtt62SaBQER5xklp7kkqIHOs9rVK2bBO00V4YqpmbGmHF97aq4GI05uuceddGtTLtCdnJE7kUaVYulNiizvNxWUSOK7dSwbdqLaH+s7UWOzEKnoAbffY0gyNyJ46JXI4sN+9ZeZiIXJfvY8/wM6UC3boicoHvYRx4re0HgBzsIUTOxaakS3ieqG03WOrYgxx1zYKr2VA0q1YSIhdodB3z/dORj//vd+8CAJ4pkCM+KQ0xCY58T5u85hKxUZvHdobgOZJBxyHRBl+c7gLdJmhDdDiLsdWb2IkrtZI2wu7nrUPkAEVtARRqQdTFqvsxBPJVF3Seu8cLBJ6opP0NURDIzX5NH7l6amWb8081RM5tARVCyOfd7Ot87+PX8IkvvgqgeSEkE+YX9xUidxo9cmZBxxa0mQzZd0xCTE2JTv7e5u/WF0Knu9UmcmwTS2InoRKJ4LFIdDU32rSb181VEbX3L2k/AGzG3NoUtD6e1uaZexjyEAIatbKNaiURXpa9P+PCwzBz9NF0oVbuFyhJ1XxrowtvhYYKb8MzGngFIjew2AnNsV1QHqV8a0nkTsn7tilkIjdzp1YSspy2SOT4/iHtmMiZ6snUe7yuiByQf7+HHXrkcnEzHZEbxH7gPJHrHqZzO9AOkeOJmWknMB0FWCQpdsYBHr+RI0fDUyuFRq2kSgkXm2jVI1cgGXPjQaVDbAL1R5pgplnv1MoLW2HtMevQjuq/oU1jVVXVay12ImTivZrHmtbKu8cR9rbCSsU6upw+11bfQ5kOLCrETjqI0WyFgdz4JC3oyjRXmIjc173xmkwyJw0L4cVpiJHvadTK40WCwBOd55PQ9yRqWXXN5q9cxtNYUivLyWATNcUXDJFzoVY6qVaqz0LzFqn7mfRKU7VSee0Z1Eo2fupUBV1DMNGUM5HIdZj/+oyqAhap/VHEDpt8pQeBEwAAIABJREFUQuSIDbFsUWwcKmql0wa8wuoI4IhcXBy7WexEE/zhiFzD/if0mf3AoD5ycemaXUOKgqUWyuiaWnqQmvHBPMaxq9hJwT5phcj5yyNyu5NAEzuhfWbVuFuHmI59Sa1so1o5HQcyP3Ap+HSJ8x65JWNK1EoudtKwOVOJnN4jZ9KFqEL+tocuyBvPB9BgPXKcWhmVEbk2/F6SbTcf1I1C5Ng19qdamR+njlbJz90m4aUFtop6y6mVJiJXdW/p9KsSweOCFVX9cQBDdoagVhqIHO3bksQmdtIWkdMrdL7DszwqkgazR+5tD16UYjVNhQYhBK7tjnGbUyujZKlxHfjV1UCquJd9uPJ/68VOdNXKKgl/6zUx9K7JfsCVWmkTHqLv20Tk4lSn33gVyRUfR32InQDcR3Lzl2CpCntKm2eaS815L6dW6miNJ+rHGvXISVuTJde+ka+olS6HqrLDoGMBjFpZIZpUKXay0PvqgWr6c656mA5GraQxs1yPXIHIJWVEblWslLahI3Ju9gM2MbqmWFa1Esj3k5uGyG2PckSudY8cW++76Ey4xDjwGoXOukb/jodrGNPQZj+QalVbM2jTPB0FrNpfrvRQReXph5Qgh95TN0SjsCcpSYDaoHDVwDYLkCdIkchE5NojGacV/L70hcgR5/pGDa2S3gf0p1pJvy/5yBU9aFUIyRAJU13wxXKvxiJiSLETvuHSxE6YSpwUQ+hIrWzTZD6uoFYGvof3PH4Nv/AbzzuNz+t7Yw2Rm0XJUkb3YeFpVfU7wIJoODz/klrp63MG0JykeJ6QBalm+wE3sZORJaGkazQRuaiqR86Y47l9RR/2A/Ic0WYUyZqCNuF1PZFDRhXiLgxDcBdjZN/zDB+55a5tXIiMVKHhZtTaDxRsoP2GHjlN7EQqt3qYR3z/U49cBb7ASTRcj5wQAqEvpG5BJ/uB4ubEFtR1XZ8rs0duy5FaGUVpq3WI98jlaHD773d3EuJ37hzJn9e9Rw4o1CfnMaK4fY/c8SJxLhh2ib/0e58aLJFb39S6xwh8D5PQK9kP1D0QtBGjzVNVTxPRNknoxHzPENWLURW1kiVy7XrkcuoSbXRosJ222Emb4ItXnxPN5e0Rbl3eqn2PbfPYFEFDRT7wPJnAUdK+22QIvuL7xfclVR5yQLUYwTJRFjuB1iOXpplECLwOCe7WKBfISBjNyuV7HQc5hdH23H/d49cAVG/AeNzYnZTETpZB5EZ+tYeNSsL015X9QPX1SrETGnvsFE2N3RyRq1tzaVPSBpHj95qu0TQFj5JUSz7ob8yEZEhE7rQk+/uMLj6NQ5y/XIhACZFrukaFyPUjeDCWQjuOSAp7gMy3m9TKStVKCyJnGoI3iZ2EfoHIDdQjB+RrXB/UythCrVzXdhCiVt49XmCRpO5iJwb7pCloHAM07ttf697WBiJyhY1A1MFHDgBmccJUK/v9nE/fuoSn7t/r9ZgU9wQiByjIlaJpUqeNKW2eiCJhJkhTKyK3AmqllsjZxE5a9Mh5OdpIx5kYYiebkciVK/B9xE/90Xfg6s64/tydEDnayFVXRIn+SwndJPQw8r0aauVq75eOyFUncvS+Pi/L82zUSkhlwpjZD9DGpg0gOB0pOnabSugo8LAzDqzV92968038i8/cwTMPN9tpXN8b41c/e0f+fBK5KZxVReiLyusnWXNzg0A/1iNyhmplW0Quae5FKtkP1FyPTYGTNh7lHrlM63muKlxxeXtS2+xa5a67zk2N07YfqO2RM3zkmq7R96lHricfOWk/EDjNfzTWAguCR8+vQuTs84Hue6t65OI0kxtcKXZScVG+p3zkxgMVG0JfoBA8XkrsJLZQK9cVkRsHuebCSwd5kc5lTieKsEQbHSiD1OsJUI9cN0TuYBYjyzIIITYCkdsZ+/jKqyetxU5o/M2jdLAeuSGjlydUCPFBIcSnhRCfEUL8sOX37xVC/CshRCyE+LY+ztk2qAmSoolm8cTNXXzVw5fwpiKDpr43c3Py3KNX8C1vvx+XtkfytTq7gj4iDDxt8iLBAE3spMV5cySDUyvzB7WqZ2Qdg9+XvnrkAOCJm3sOiVz7TVkztdKTDemRXHQ97E6CyomUTr+qCYhvclwQuT6vizZpqSZ2wnrksuVUK4nycrJIWjWZUyJni71JiP/uO57G9d16qi6Q+xbuz2KZfBwvljNizcVOqscaUE2trLcf0AsS/BhNG47AU+bhjWInDH2tm49svWcKkbNQKy1UNnOON5FupWJZeRmNITfsayrK0CZGwel+lqpEUgiFSgB5O4UbIpcyZGe5a1P2A5kbtbJmLRFCYOR7DJGrYHP45WfQpBe7iJ0QkjgUasyP20VQheYc7R63MM0+rdiZBLgtEzkHaqVJLXcYlDSOgeV65BZJKudoUwxvHWM6KqiVSSoLlC4h1wiGyG3CvpdiaUROCOED+HEAHwDwJQAfF0J8NMuyT7K3fQHAfwTgP1n2fF1ju7jBFE2I3JWdMf7h971b/qw23vrffPuzD+Hbn31Ie01XuRwGkVskaalSsgy1Ms3AqJU6IreujcM89J6Y1VaMwg49WLSRq1ok84ooiZ0og8r/4buewUMVVE9vxfdLQ+QqPOSAaurTMuF7AvNY75vSfOSSso9cqx65UJmLKmGk5md5XJPItYnru8pL7taVKWZLip2EgUuPnP66QnhrqJWBTj3XxE4avi9PCDdDcKGbv9fRpmzXITexVrGTMiJnfk/m+Ak8gUXDdTSFTH42aLNQFer7OZ0NXiUi5xmInMOGlpCMtKeEQNkPuB1LqhnXJFgHTfYD7D7QcbYYvXh3UngoWlA/foxlhEhcgquddnmWaLxtko8ckPfJtUXkXHuEKTyGyCWMndImqJVjfxZhEvr4tc+/AgC4NB3V/dmpxk7RIxf4XjtEjixqWC/iOo8hM/qgVr4TwGeyLPscAAghfgbAhwHIRC7Lss8Xv0ttB1hF5NxZ3iPXzu1eTTrNg2PZSlNTUE8WbUSoUsI3062olUL3kaNEyJRvX+fgG7I+ETmXCBoWX1vcd3EC38vVCa3HZBNxxBbd5x69UnnMlffIsSFWS60cIJHzvNwkNWWb+3wc579PmG9TV9VKIE/kMrhP7Fe2x04N7E1xvVBKffFghltXpjiJElzfrf6Om2IceCXrFAqbUAmgEru6cT0d+9gKfVya5temUysb0A9f2Q/U3RuTRlt3PapXT72HGAZzq9iJDZGzI5Pm87VMEqbsB9a3uu0akiZ+ShsflUjqr/slRM69R64vip60H8gyp+9HKXBWPKuBJ42LqwqWmqVG8aWMDVQ6SbPa5zPwhWQwDZbIBfWslKao65Fb5034zjjAS4VHqJP9gKcXstxUK80eufbfBwmYHcxifPnuXfzE//lZfNtXPYhHrm63PtaqYnvs42iRYCtsN66kRU2cMNXKzZmb+0jkHgDwRfbzlwC8q4fj9hrTka81brYd3JSQuVAlOQo3iHRvcS3Ed7epVrZJvkTht0MbHapO0Dg+rUprm9B6YnrskXMJ1R/kft5nbl3CJ37kA5UJEO9jMGXSq8Jl491nOFMrB+iR80WexCUGtZJ65PhGpQsiRwvsSRQ39jPy+K++9S1ge8fOcWNPIXJAIXayRI/cH3/P6/H73nq/9Xc0RwmYiVxzIWcc+PjYn34P7iuUXTVqZRP6wRC5uvfmhuCpGyJnMadWtBm14cuyDFGiP1eSSmo8x6bnWx/iHm3G1LrHaffIBRJRNsavB+1ZdKGY+YVse18y9pxa6SRS0VAU5IXhKoqb7iNnInIFtTLJahHzkAmRDJbIkQVPx+PX9citqyE4kFMrf/vFAwBKLK8u2hSyKPQeuRTjsP1Wn/Ymtw/m+As/929wc2+CH/l9T7U+zipjOgqQpBmOFvESiFyxJm3Q3LxWYidCiI8A+AgA3Lp1q9dj74wDvLiv5LzjpB1vuI3KGK+8DSV2AgBRnAEjpVrJxU7a2Q/kan+m/YCSs+/lsgcN/j2vGpFTqpXt/q4OxQqY/cAiTp0bnIHVKXbxjUmdj9wQSKFJNyGxkzQr00m6IILUu3C8SLA9dr/+iz3RTqiPjuasWZQuNa6fvG8PT95nV8yi8ctpaABL5BoKFK9jFVreV9fUE+R5DJGrQ9n8Mo22Kmju5c+LTeyEjsXn6iqbCtUTR+Ng+cTlbImdnC5zo8rH0xOKng4Uc4JD36arQqpLkGplmqGV/UBTP+s48KppkRU+coBSHozT+jUl8JUC8BCsIkB9lq6JnK1Hro0gyGnF7jiQ1+lqCJ5maKWeHHieVClNHGm9pess9pN/9Rc+ic/dPsLf+d531e5Z1iGorSHLqj16bSERuahdT/y6RB9P6JcB8CaxB4vXWkeWZT+ZZdmzWZY9e+3atR4uTUXeBKkv5G0EQYgG4DJBaNTKgewHAEjp7rlF7KSNp4+kVkYJhFATt9qAbxYit+oeuabFt0uEnlImjdPUaTEVQt9wDh2a/UCNjxxttFw2Mq7hWcROBBM7STNbj5z78Tm1UlVCV/ccXJqGCH0heymOF/FgBQqar0qJXAcKoWvyR8dduPrIZXBaYO09cmVqpaTPaIhccV0VPnL0kWz0zbbRZD+ySRF2YCT0GWaizV9PSj1yDX2blgLRMjEOPCRphihOnQqijYhcsZ+oW+N01WwdkTthiFzd/Rp6DwOoz9o1UbT1yKU93bchY4etlW165Nr0bXJELknTpXrkfvPL+/gjzz2Mr33D1dbHWHVss/70LojcLE6lwfwm9S/38YR+HMAbhBCvE0KMAHwHgI/2cNxeI+fOmj5y7h+/VY9cUJ5I+wy6FqrQyB65robgxYI3j1Ot0qcMldd/QPPEdRkKWpfo0iPnckyijERxfT8DxartIvh5nHzkerwshcgVPwvdEJxLjXdBUCS1komdrLJCJ4TA9d2J7KU4iZajVtaFmk9MRC7/t011uyoZsoUnuI9cDbXSy6nfqUMiZ/eRI0QuxUsHM/zqZ+8gKuZOXezELkCiXtfHUR/2A5swtzZFF/uVXs9fgfhzFVvAvUcOAOZJP/SqEUODXZKLJuEsbvBdFbppPSV+OiodJ2nt3oQfYyiVwmUROdkjx1DX+BSKbm2Di2E5USuLXs+4RYLBVStdbDdsQYjcw1em+OEPPdH6708jttka2UZokPdR35OIXJZlMYAfAPBLAD4F4O9nWfZbQogfFUJ8MwAIId4hhPgSgG8H8BNCiN9a9rxtYzoKcGwicp2olS6InHrPELQEjVoJZgjOxU5a2g+Qjxx3nh9CNn6o4OjqJFhtIjdEj4jvCWU/kKZOC9P22IcQq0tk2/rI9fn9UPGBy4RzQ3AudtJFNdOKyK2YrnN9b4wXD2ZI0wyzKB0MaaYFL0nMRM4dXaNQ1EoHRM53o1Z6Iq8uy37ImvuoaM4WRC5O8FP/4vP47r/1a3JDq/XIyZ5Ao0eOrBUM2uYyU7vNJmFTw/adrzLI288cFp5QCA3gJnBGn8EFKXYJSoJOoqSV/UDVXEPjxhWRo887MRC5ZrGT4RG5cGlErkyt3AixE4bIuYmdQEeJXRG5pNwv3iZu7E3wB991Cz/+Xc842SSsQ3RF5HgfdVzYlPTJIBo6erk7WZZ9DMDHjNd+hP3/x5FTLk8tdsY+FkmKRZxiFHitVStHLRZejg4N0SNHDyWnVgqhV3fa0aHy5v9ZlGjVt1UbTC8TvNdla7RisZMBEt7Q92RFLUoyp8X0g2++iZ+99Fyj711fwT9uXY8cfS99Tox+IdBDCFzgeaUeOWls3+H+TEPqkYtb9Sb0GTd2J/js7UNJnV7GELwuuAouDzNxcQkzeW56r0TkasZGUCBySZpBiKZ+Opqn1XtyDz2BWZTi5cM5oiTDl+6elN5HxSCzWCfnweLlfhC500Wx+ox1EG7xPWGnVnZQrQSA/cKperqklciYJVAuWwHZO1nxPNB3XUez1hI5ieAZYidpg9iJVowelgmwbI/cptkP7I47UCszNx9NisBnqpWOQju28/4Xv/8trf/uNGN7rL7PNj1yyhA8cbIpWbfY/HKgYyjxgpxe2R6RKxZ5lw2KJ+Sxh+mRKxA5lsiNA09Ta2xnP6AQOV7p60Nme1WhqVauGJGjJGa3pk+sbQSsokaeP00xDnx81cOXe7uGphBCVcHrPntVD8syIRc3uXCrvjkgf77NpKLN+Tm1si8p8rZxfW+MF/dnsoo+dI9cwmS8AZWot+m3bYXIeUL2qtWdgt/rpntQ1a81DjzMogSvHucb9N99+Sh/PzcEr/DNM33SFP2t9lJqw1TA3OTootrbd4RszaXg8wEALBwEzugYLx/N4XtCo2p1CdogHi/cqJVVgjsUtPaPa+YCm9gJzWecWlmLyGnF6GHGaLBkAYDGG0/WF0lSHHt9nytOrXSZ04laHrdC5DzNfuAszDMu0Qcil7QUQlyHuGcSOcrUyYOlbdbdlgozZA9EaCRyi4ISySkKbYRcCMmYxwYiR5S0DRjU/L6sukfuna+7jP/t+78GT9y0qwJ2idBXYidkM7GO4QmBceDVUn2GsB/whECaKgTOE2WxExMpbTOOR4WB9vEpcuZv7E2wP4tx93gBYLhETsp4G4icTGza9Mg5WBZQkLAE/7uq9xEi17QZVoiG/vok9DGLE7xaIC2fv3Ncuk5lP1BGdvJ/zZ+XQOQC2sSu53PdJkYDrnWu4XtlU2kzkZs5WHjQZ3j5cIGLW+HSLAIqKi7itJX9QGWPXCG6NqkpEGuMIE9H8E4WbmIn/LkYilpJ42bZHrmI9ch95qVD+J7AAxe3lr/AgWKnaEPYCn23pEwUhayWPXLSfqDhXp+l4Ky0bvYD+Xq/zoiuLe6NuwuVqR/POyJyQbvqUeh7GPnVEsHLBF2LQuTyBCzwPfmQtzFnFUVv0SxKNVSPPuomVCf4Na5atVIIgbc/dLHXY3L7gdzvaj3vgSfqhU6AbolUU5h9A7mPHFB4dxtiJ90Qwa2RbyByq50uySye0KPJQAUK+lzV9gMtikItETmKWrETgdaInHmvJoGHWZTiNRORczAENwsCQQP9zSVC45ibHAqRO73PcvPCBNcMSrlJrTyJksZiiF98lpePFrV0cdewFUbrgsbtMj1yNrqwUq1USsh1a0q4gkSOPuuoI4PG1iP3qecP8Ni1nZXvAdoEIXKuVHmppNpStZK+F17UPOuhIXItxi3pKszjtOgp3KzUaDM6GHsIytQlIpe0U61UhuBufzPyPa3Rus+gSZZoSXOWgI0DD/EiaadaWWxIThaJJhSySWInfPGqq1ZuSvBm5XVH5Jo2PF183JrCpFbmPnKqAs8NeLsmktORX/TInR4iByj0aDo0ImeIndDtarMJaKN06zsmcl7xLMRp1ngPqxCNSejn1MqTHN38/Mv5dxpaEDmzeu37+usmQtclbL18mxrr0O/3D7/v3SVKvefpqpUnUdIo2qAQuTkuTHtI5Fhh1OXrCXz7GKRQiVxdf1sZkeOiK0Az3Y6ffzDVyuK4XcVObD1yn/zKPp579MryFzdgUBuCK3OI+sHb9P/liBwl7c3z5lmJrj1yue8p+cilG7Hn5bGeu8MBgqofR10RuZamp6HvDUhJsPXI5Z+PuPPteuTyf4+jxFh4NiiRo/4VX2xcNcUWoeepiTjppjq1ivCEqPWQA7r5uLmcl4udECIn7QeYUlfQsadpexTgeJFIeetVb1Rv7OUIwxdeyZOOoSjDtso2f72tlQngVvByTeQCT3kGNt2DUUWCNA5zY+bXTnREjs+T3MzcPD9QZiici53kcdqG4EDueWWut3w+AIpCZRMiV9yPV45yauWywZPLNvYDlT5yTqqV5efK8wS2imIGkO8d6tbJlYideESt7DZulI9cPj+/fDjHC/szPHVffy0OQwShRi7WA4AqWiprhXaI3L3UIzcOfKVn0WLBF0JgEuRrRHzeI7e+QQ8PJXJxWt/sa0YbHzkg57IPhaIEpURO9bbRv62U5opBO1skm2s/4OUVlXWmVLQJzUcuXWdErplaSRuYYRA59bPWI5eWEbmu1Eq5gK7afmC3QOSIWjnQ2JZ+TCUfOYHAayfD3MZHjt+PurFBmxKX3oUqq4lx4OG1kwizglp2t6BYcvpNlfosbRg94/fL2Q9Q8rOez3WbaLs2rip8YaFWNiga0xh49STqnVrp8hg10Xalj1wNHZHsGAB9079VMAyAvDhY7yOnrns4+4HlEDnlI5ff4089fwAAeOr+9U7kiFrpWpjLe4TBfDTdaOuqR27zEKZlglD3tnumcZgLYnW1azjNWK+Zd8CQPXILRS0YykcOyCtrQ22+6RoW0kculQsGTbpdqJXHUaxRNjZJtRLIr/OsJHIbI3biiVoPOUBtePtM5MgkNcl0aiWQW2kkWVYav92olafXI3dpGiL0BX63oAEOLXZiInJCtE9eaQPqonTpTK0sKLM8Oa8KSszMOWsSenixMFfXTGPZ++jY5rNmInEK4T1H5IBhfDT7CBLJoThexI3USvoMWQZcnI6Wvga959yBEtckdkL2Aw6iLZ7Q57yt0MfJolhT0tMXO6FzdBY78fV565PPvwYAeHLNETmiVrr2yPkip0lKir/DOPI9T4qjpNn6PZtDBiXKbfdMk8DHPEoLIcT13G9VxWZd7RJBi/ehROTaqla2q6CulFoZMWplxUamLuitJwu7Ifim8KsDzxtss7vqMFWn1lXsZBL6uLJTv+GR46jHj0CSzKpKKeTx0wyIYpX8+g1V7qrYGgWnqlophMD13Qm+ODC1UiFyuv2A74nWC1ob7znXRM4vngWXOTv07EnFJPTxwmt5IvcE2+jx+bzKEsA3EhWF8NZeSm2YtN9NDvVZ1muO8g2EfhaljYU+fj+amAYu0ZlaWSV2Qsybmh45IN8jmGNra+Rr9gN1gmirEDtRxfFuxzfVdj/5lX3cd2GCy9vLJ+BDhhI7caNWUq8n2cO4qAgHvpBFzraeyZselCC3peyOQw+zOGkN8qxDbP4q4hjT8bI+csWk4/g3YSA6UwZcr0WjVkqxk3wQd0HkTEPwNsIF6xA5Inc2hrTPqJWLhn6G04yf+MNfhT/5vkdr3zMERbfkIyeU/HhupZGWihptzz8NfZwsYiSn1CMH5F5ytFEZyhCcvhcjj8uplR0ROZfxygtELtTK1KFpn+TZzeum/gcAWg8Nf5/nCVzeHkm1UPkeY/zIn5d4JkctGR7rHKO1ReQgN7N07xtVK9ln6KNHbqSpVja/3ysKUk0+cnXUSiAf1+YzsBX6utjJKfvIhcsictQjV8zPn3x+f+3744B8HheiHSIH5D6IgHuPHK0bm5iYLBPbSyJykaNv7zrFPaNaSYpvR3PuI+d+o9v7yHkA0sb3dQmqytFGn29ax4X/VZu+Fnrr8SLWKpaqJ2Q9kwgzAl+cGUTOFDsZqiiwbDxz61Lje2gh6tOKo+Qj56lxnGaZ9Fbk5+9KrZSI3Clsuq+zpGKwHjmp/mYagovWCxptGFwUw9ztB5QhbtP10JxuJoa8wPMm1kNjPle//GffVzK3N3ss+zC4bzJ+3qRYV5ooCSIBqoDbtHnmn6F3+wHH8RJ4XuV3KXvkmpBF3yv1vG6FqkeundjJwD1yHRM5jsjNogSfvX2Eb3rTzd6ub6gQQmBnHDgncjQ/R0Uxws1Y/t4UOwGWoFYWiJzPekw3Je6ZRM7zhJQTB9pXKWiyaeMjN1TIHjmraqXXehDSxJBmsCJyy2xYVhm+50nVzk2PwM/pFGmabWSFiIcpEtFH+B50RM4TEMiPn2X5M2H2iy7vI7f6e0AWBMBwPXL0/Js9cp5oT/2T1EqXHjl2P+rujURfMwdEriKp4BQ3LoZgohI2WpbZY9kHlVAhh+tZoGkT8vtYs8/ie8qOhJCoZh85hsj1YT/QJZHzqzeSLvYDQM4cik168ciXqq1NRRHp8TaQFy6gxst4SfuBJM3w2y8eIEmzjUDkAODPf+hJZ1EWTyJy7swQzmJIs81pj+kjKEFuLXZSIHKjwpN5k+KeSeSAnJN8KBG5dpvjpx+6iK997Kozr/nr33hdQv59B/HoiVq5YJvWkV9dzasK/nbeF1BlkLuuEZ4lRI7os2maG4JvsDeeRMR6HEakSKeLneS/S9IMiyQtKbgujcidYiLne2IwitNDl6cAgG9++wPa616HyqSiVrptNuT/17yfVNtMVV1b0Hdksgj4xvd1V7fz6muUuiWcJqXSULHsEk0y85sUa0utZKqV1Bs2WTkix3vk3P4m8FwSuYbnIPAQGYWZaejjxaJPtMlHd1khEpcg1L6PHrlPPb8PYP2FTii+6123nN9LX88ibtEj57VP/s5KECLXFkkehx4O53HRG75Z39c9lcjtjBkil7RD5N792FW8+7Grzu//vq+r7xtaJmhTb7cf8FtXE/iGhCdyQyApQ4Z/hnrkuLRy1NCYvu5BC0+vqpXs+wFI7CR/jTZtCpEr/u0gdnISJfI5Ow1hCurX2gr9wSrjV3fG+O2/+qFSotgleezsI1eHyBWqbc+/NsN9FyaV7+PnLatW+vL1nXGABy5u4bO3j5w+X2AkblWiKG1CoVib+1xTrDW1sshlSK162qZHrgdEjoyGsxaoSOh7le0MNKc1rXOBZTO6NVI9crkScvX1LEt7dIllz6F65DJpJ3J9b1z3JxsZtK7ROuSqWgnkQnj853shZI9cW7GTwMedwwXGwebZNdw7dxc5Iqf1yG3oIkoTcEQ9cpFOrWyPyLFEjvWH0NezKdTKN1zfweM3dk/7MnoJSsbjJMsVxjYM6uehELkeqZWWxY0OPysql2Wxk3bnIIrG4Swv/pzG3E6I3FCKlRSjoEyhevrWRXz166+0Ok4bgSS+WNbtM3KKHPCV104aE7kq9JUo1xenIYQQuP/iFgDXhLP41+iRWwqRk+JMneDMAAAgAElEQVRZm/tcUzRJ5p9W+J6iC58UiVyzbH+/qpVCCDkPtaFWNvXINTFPQt8rC/6Evma/VC92UiByA647wZKJnGJgpDJhWdde8mWCniuJyDnNrfm/8yTRfr4XYjruRq2chB7mcbKRhuD3FCK3PfalIfgmK/nQ4k8P9jxOpWrlzjhoLYrAF5gLG4zI/dQffedpX0JvwSXhoyTbOM42jyFUK2lsEnXEsyByY6NHrgu1EgAOZnFrAaG+4jpD5FYdf+w9r2/9N8oQvEdErnjfq8eRTMCqYlSJyOWv0/z24KWt4jrdq9t0TEnfXGI8hGua/HSJ9Ubk9B65prWR348+qJVAXumfRalzIeihS1M5Ps2g8d3UC54ng/ozOGX2A3nfdR21cnhEbllqpRA5YyC3JklyFHKD18mqoDE5b5XI3buI3E5XQ3DmI7e1ZnNZU9xTidx0FODV4wWA9qqV6xReQZuI0xSp0Q/0/V//GL792YfaHa+qR65Fv8t59BtKSTBDlNbTYNY9KMHqMw+ixSyKVUGGxrFK5BSdDuhArSw2Swfz6NQ23BKR25DeT89IduqijY8cRTMiZ+/XorFAm/MHioTQpYJvip30UZhQHlqb+1xTtPVYXVV4XOyEqJWOPXJbod/Yj+kabRG5v/cnnkPVO6mtosl+IKdn6j36ZD+QZc0KsBKRGzCR6yNZJFGPJM00YZmzFKbYiZOxvJH8rVuRZch47tEr+MYv35C9cq5BiFySZhvHgLqnErmdcYAvv3oCYLMROSCfqKMkkw83LTr3X9xqrFqbUYXIqQ3y5n5Pmxohq6hl2bAqqEPHID5yjFpp2guYPXJdkWUSNjqYxaf2/V+ahgh90SjSsC6hqJXtVCvr0FI+/9x3oX5uk0lFBSJ3cZqrUn77sw/hwlYof669TqMQ0Id1gEo4N/e5plhXRI4EkYAWqpXFZ+ijP46C2DKujIC6ceWuWllusdga+UjSDFGS5fSxmjktWBItcwk69jIJWODl+6AoSQdNOk8zOLXSE27jqAsd86zEs49cxrOPXG79d4ScxxuYG5zNkV8R05GP44Jauelu94EvsIgVN3yZyZDnaXuTMrVyk7+nTQ1q1D0qxHk2GRUdoiBAYzNKUtlfRdTHk4W9R67t+al6v39yeoicEALXdyeNIg3rEvQ9uTSac/W1uiozn38eaChShRWIHCEYZPJ8Y2+CP/zcI43XyM/vG3TIZebF0RkUO1m3zY8nUBI7aeyRK+5HX7RKQBVZ+/h6pCG4C7XSYggO5OhkE8tjNWInBeq3RLKYI3JpIfi2GXNk25CG4LG7CIdC5KhHbr2ezXUMhchtXm5wTyFy2+MAh2egRw7IJ78oSeWDOl5CrbESkTOa+89jdbFdoEF3CyrwJjdxD5HI0R5kwRE5g1pZ8pFrOY63jB6504q3PHABV3aakaN1CLrHLiIemo9cHSLHfnfjQr0qXWUiV2xiL3RAWsqInI4Ad4ngDNkPXNsZ48JWiIevbJ/2pWhB9yctDKMBF7GTIRK5dtTKunjbQxfxnjdcxcNXprXvu3lhUkIf6bMfLWJkWT1qTt9DV483l1D04u7noB45rhNw1oLmn5Mocf6uuvTV3esxCf2c5dYiYV6XuMcSOR9HCzeO+LpHKBM5nVrZJfh8zitwQ1DizsMtdgr10FcLWeVNHquD+MhJRE6ZRNNG6aTUI9fN90sicrP4VJ+B/+kPPXMqQitdoo33JB/TdZtcOtTVnXHjPFdlDUCb6Ytb7RNiU5WxD0RuXU20u8SFaYh//Ze/8bQvoxQ07yRZplQrG6mVuihOHzHqMZF73dVt/O3vfVfj+/7L3/8WZLqNnOr5nTWzPFaByPXRh0c9crly9+Y/S7ag+eaLrxw39ghT0L1d3IM9cl2Dxs/hPNm47+tsjvyKuDQdIUkz7J/kFalN7k8IA4EoyRQit8QkVrXAeOeI3KnF7jjfSLxylCNym2wIPoT6qVStjJNKsRPaIFzeHuG9j1/D2x+82OocSrUyOtWJfVOSOKCdjxxPrOu+X7q/919s3sSY3oEUE2Y/0DbMebArVVe7Tmk/sDn3dtOCEJpZlOA4ShD6onFc0r3ttUeux0TONSahX0Ift9h8BtQ/c6swBKc1bZlzUI9cLvh2NqmVNE/+7svHuHW5HomloPnvpYM5gGYq7nmo7+hoHm9cbnBPIXLU2H77MB/cm9yfUEbklk/kzHldSolv2KA+C6EQuSKR2+B70MfG14wr2znF7oX9uay8U8Jj2g+MAg//8/e0t6bYKuit8zjV+rnOozra+MhpiFxtIpffx/sbhE74Mc39uhI7ab9BN8VNpB3BEmOiSl3zPPqLqzv5HHH7YI6TReK0maX7sa49cssEfaYvvHIMoB4NpjE/JKX/Tfft4atff3kp71e9R25z18i68BnTxDWRo3nwn3zyBXgCeNfr2ot/3GtB4+ekKPpsUtxTidylYhG/UyRym7yIhp6RyC1RcaENtinX6lVsis5j+KB78cpRXj11EY9Y16Bx1GdBmnpEfuf2oRz7ykeuMIddcmHnAiPnxQy3aOMj54rU0qHuc0DkwgpE7taVKW7sjfHkfXuNxyif30Dk/OULE5RQ9pkwnIce13fz8fLSwRyzKHGy8FCIXH89qWNDPfe04ulbF7EzDvCPf/MFAPXWF+EKELnrexP8zEeeW+oYAfXIRWdZtVL9/0POiFx+//7Zp2/j2Ucu48pOfW/xeeio5ablBvdUIicRuQJu3jQeLA9JrexBtZK+BjORU2InZ3OCXOfYNRC5TU4khhDNoQVtfxbjZoGc0dFPouXpxoAujLBpE/tphRQ7cfGRo3HRkBDRMV0QuZ1RgN/3tvvxTqMCfX13gn/5F97f+Pe2kD1yxjheZkw8fmMX/+gHvxZvur99YnkebnF9L9+8vnQwx/EiafSQA3If1Wu7YzxxsztKZIZZaDqtGAc+vuGJ6/jFIpE7bUPwPiLwBOIkFzuhNfOsBR83bRG5eZzim950c5DrOmvB9wublhuczZFfEWcKkTNUK5eZcImSZqJ6fTT1n0e3GAe5D9ArRK3cYFiULr3PjczOOMDVnRHuHC5Uj1xxHrNHrmuMA09KmJ8/A24h7Qccxqt535re54LIeZ7A3/jOpxvf1ybUderz4bJj4s0PXFjuws6jNq7vFonc/gwnkRu1chL6+Phf7JbwV4Xqkev1sJ3ig2++iY/+668AqKcGBy2e49MM3/MK1cozbD/ABs6tBrVS299841M3er+msxg6Irfe496MzbraJeNSgchRIrfJm7PQ93IfuV565OiYwnhd38Ccx+pCCIGdSYC7hWrlpnG2edCk2HdFmqqTnpEomqqVXUMIIU3BN7nos8poU/wxZf2b3nd/g4fcUEFIDv07hJ3GefQfF7ZCjAIPt4la6YDIDRGnIXZSFe97/FrJX9MWfZh1ryKCokducYbtB/j+66FLrohc/l08ed+eMx3zXg8Nkduw/dbZHPkVsbcVQgjgzkGOcmxa1s1j1Kf9gLBX384RudONnXGAu0dnCZHr97jkW1UWO+mnRw5Q9MrzZ8AtquYSW7j6sb3jkcv4A888gKc69Lf1Efdd2MLf+d534QNFZVsichu22N9rIYTAtZ1xK2rlECHFTtZgDtkeB3jv49cA1Pex+p6AEBtAreQ+cmt+rV2D5purOyNsj91IdLR3O0fj3GOs9cSf/rPaJs7myK8I3xO4sBWeEUQun8BMhb4uUUWHOveRO93YnYTSEHyTN41D2VgoRE5XXZ331CMHKBTmLPh9rSLa+Mi5ip3cf3EL/+1/8PZTldD+2jdclRvyoRDm8+g/ru+N8dLBDCcLN7GTIYKQonVZRj9Y9Ew1WV/8nieu45lb7SxbVh28R+7MUiuLeaYNsvbotW287cEL+APPPDDUZZ25mDBEd9Nyg3uqRw4ALk9HZ6JHLiiolYeFuecyjb60HzGlhs995E43dseBNG8dUgZ66KDx07cfGilXKsPxApGjvtEevrNzamW7oHvgIs4jrQI2LCGSZt7nY2Lt4/ruGJ+7fYQ4zU6tELBO1EoA+NBbbuI3vvQq3tEgSf83v/sdK7qi7qEMwZO1Rw+7BhW8XIVOgFwR9Od/4GuHuqQzGbwQsGlsvc262h7i4jTEncPNRzmIWkkbfVNxsk3QBtuUuKd98Pkm9nRihyXnm4wIBQMhuzKRMxC5k0WCke/1QmWanlMrW4VC9x0QuQ0tFD15cw9P3NzFtd1zSe91jxt7E7xU+MidUyvzmI4C/JUPv1n67G1yBJ6HOE0LQ/DNXSPrwu+QyJ1H+9AQuQ3LDXoZ+UKIDwohPi2E+IwQ4octvx8LIf5e8ft/KYR4pI/zdolL05G0H9i0DQSP0M/tBw5mEaYjf6mNfpwUPUUViNz5JvZ0gifnZ0HspG/k5dblvEfOs/TI9VWdNQUuzqM+2vjISVn/Dftu3/LgBfzin3mvc7/KeZxeXN8d47WTCK+dRKdGrRytkWrlWYvAF1gkKaIkO7PUSq8DtfI82oeOyG3Ww7r0bkcI4QP4cQAfAvAUgO8UQjxlvO17AdzNsuwxAH8dwH+97Hm7xsXpCIsicdnkBIXsBw7n8dL+KVHxfZz3yK1XcERuk8VO3v3oFfyZ978BT97XnzcTkDd/T0d+SUXwJEp6q87S5m+T54pVhhQ7cfi+PIMSex7n0XeQKfhJlGByrlp55iLwBI7nRU/0GVWtfP3VbTx96yKee/2V076UMx2b3CPXx8h/J4DPZFn2uSzLFgB+BsCHjfd8GMBPF///swB+j+i7YcYxyEsO2DweLI8wUNTKZWiVALBIMnlMHueJ3OnG7vhsJHLb4wB/5v2P904PFULg1uVpSexk1mO/hELkNvf7X2XsTvL5dW8rbHin6qM7n1/OY6i4tqfog9PwdBDUdfKRO2vhewJHi7y95KxSKy9tj/Bzf+przhG5gYMjcpuWyPUxsz0A4Ivs5y8BeFfVe7Isi4UQrwG4AuAOf5MQ4iMAPgIAt27d6uHSynFpeyT/f9NuFo+8Ry7D/iySm6euEcXn1Mp1DJ6gn98De3zL0w9I5VYpdtInIleInZx//27xzK2L+Pnv/xons+vzHtzzGDqusz7GrdHpbPRJ1vwckes/At+TiNxZFTs5j9VE6At4AkgzwN+wwvlakfyzLPtJAD8JAM8++2w2xDkuaojc5k6sgSckItcftdIUOyFEbrMG9VmJs0KtHDL+5Pself9P+6STKMEFB0TIJSQit8E9iqsMIQTe9pCbZLmS8R/yis7jXg6iVgI4PfuBc2rlYBFoiNzZ7JE7j9WEEALjwMdJlGxc4baP3eGXATzEfn6weM36HiFEAOACgJd7OHfruDQ9G4icolZG2FsWkavqkSNVufMF6FTirIidrCo8JnbS16J+rlo5XJwjcucxdFzZHsnxRej6qkMmcue1uN7D9wTSouR/VqmV57G6oD65TVuT+hj5HwfwBiHE64QQIwDfAeCjxns+CuC7i///NgD/NMuyQRC3puCJ3KbdLB5hQa3sA5F79pHcT+ZDb77PeP0SPvTmm7hxYfNlijcxds+I/cCqgiNy/397dx9jWV0ecPz7zNyZ2d2ZZXdhlwV8ATFgKfUNNnarrqwiYkNboUJfUWxjTbSY1pc2ra2WVNOSmNrW+FKpLyBpbbQ0aimFCjWgmKauCCa0qZpKG5UivkUEF3T36R/nnN0766w7O/eee+7v3u8n2ezMvXdmnjvz5JzznOf3MqxhNutdtbI1Lnaits3MBFuXqnN+dx05h1a2pf8Gm4WcBrWu0MXNBr5FVc95uxy4CZgF3puZd0fEHwN7MvOjwHuAayPii8A3qYq9TmxZPNi9Km2viH7zdezfeuiRgRc7OePEY7jnygt+6PFTty3xzkvPHuh7a+2WFg7maskbgo9Kc6H0yA+Gt6fQhkIP7CVwsRONwvEb13Hfdx7ucI6cQyvb0n+Dc6GjQl2To7luKO3G+VDGGmTmDcANhzz2hr6P9wKXDONnDWp5R66sP1a/Zhjk9/flwIudaDwt78h5EXAk/ddJw1u1sl7spLADewmaw69FstrULHiyvvNVK83zYbMjp2EqtSM3dZnfv9hJaX+sfv3z2QYdWqnx1L/YScm5Oir9F0rDW7WyzAN7CZqO3Iy/W7Xo+HoLgvUd7SN32vEbecnTT2Hnqcd28vMnWX8331UrNajmuqG0USJTVwEs9GbZMD/LQ4/sK7rL0b/4hYXcZGr2kZubDTradrEoywu54S52UtqBvQQHFjsxt9WibfXKlRs6KuTmezNc8XNndvKzJ50dOQ3Tgh25cjTDK0v7Y/WzIzf5mo6cWw+szkwLQyvtyLVn1o6cRuCkTVUhN+hcco2fZXPk3H5AA7IjV5DNG+b4yre/NxFz5ADnyE2o9XOzzIRFxGpFC0MrmzlyJR8rxpXbm2gUXvCUR3Hs4jwnbV7fdSgaMjtyGqZmjlxpN8/LinZIJqIj17MjN+kigqWFnmP/V6mNjpz7yLWnuetZ2t1PlWX9/CzPO/OErsNQC/qPHc3qoNJa2ZEryJbFqpAr7Y/Vb37ZHDk7cpNq47o59u3vZMvF4rQxR67Ze6rkY8W4an6nDq2UtBbLO3IOrdRgXLWyIFvqlStL+2P1683YkZsGSws95nrl5uko9RdyduTG34GOnL9aSWuwfI7cVF7OaojWzZXZkZvKzN+8ofyOXP/QSidxT66ldT3mnJ+1Kv1TrYZ1Ul9a12P93OyybUs0HAeHVprfko5e/w22+cLmNWn8NF3dXmHnpKmsAB63dQMb5mcPLGRQomb7gfnZmQPtYE2epYUeD+z9ftdhFKGNfeQWerPc+Nu72H7MuqF8Px3UO1DIdRyIpCI1N4PmZ2ccoq2BNR250rYmK7eSGcALnvwonnXats42CB2G5u6Twyon26U7T+abDz7cdRhF6L+JNsxhNicftzi076WDZlzsRNIAmptBDqvUMBzsyJV1TprKKmBmJjhuaaHrMAYyZyE3Fc778e1dh1CMYPhz5NSe5mQ54/YDktagmSPnipUaBufIaaSaQm7JQk4Clm8/4Apm468p4Eo7aUoaD7MHOnIe7zW4UufIlRWtDmjmyG1ccBEGCZZvCG5HbvwdXLXSQk7S0Wu6+h7vNQzbNi7Qm4niGiRmf6EcWiktN9PCqpVqj/vISRrErHPkNETnn3kCN7/6HI6t95ouhdlfqGb7ATcDlypt7COn9tiRkzSI5oa2hZyGYXYmOGVreYubmf2FOjC00o6cBBy6/YBzJsZdz46cpAE4R06ykCuW2w9Iy/U3duzIjb+m8C5tqWdJ4+HA9gOuWqkpZvYXav38LBsXejxmy4auQ5HGQn9nx6E246/nPnKSBtC/Ibg0rWznFGqhN8utv/tsNq13jpwEyxc7sSM3/mbcR07SAObcR06ykCtZaSvrSG1aPkfOE3sJejOBN9MlrYVz5CSHVkqaEM6RK8+WxXm2eENK0hr03H5AsiMnaTK4amV5/vHyZ7J5g8PDJR29ntsPSBZykiaDQyvLc8KmdV2HIKlQB1et9MadppdXO5ImQv+SGa5iJkmTzVUrJQs5SROi6cjNzYabTEvShHOOnGQhJ2lCRH00c36cJE2+ntsPSBZykiZD05FzxUpJmnw9tx+QLOQkTYZmNKXDbCRp8i0u9JidCbcw0VRz1UpJE8GOnCRNj2MX5/nn39rFqVsXuw5F6oyFnKSJEHbkJGmqnL59Y9chSJ0a6IonIo6NiI9FxBfq/7cc5nU3RsS3I+L6QX6eJB2OHTlJkjRNBr3i+T3glsw8Dbil/nwlbwZeNODPkqTDago5J75LkqRpMGgh9wLgmvrja4ALV3pRZt4CPDDgz5Kkw2oWO3FzWEmSNA0GveLZnpn31h//H7B9kG8WES+LiD0Rsef+++8fMDRJ0ySajpx7CkmSpClwxMVOIuJm4IQVnvqD/k8yMyMiBwkmM68CrgLYsWPHQN9L0vSZCRc7kSRJ0+GIhVxmPvdwz0XEfRFxYmbeGxEnAl8banSSdBRmIph3jpwkSZoCg966/ihwWf3xZcBHBvx+krRmYUdOkiRNiUGveK4EzouILwDPrT8nInZExLubF0XEJ4APAedGxJcj4vwBf64k/ZCIcPsBSZI0FQbaEDwzvwGcu8Lje4CX9n2+a5CfI0mr4Rw5SZI0LbzikTQxfv6sR7PrtK1dhyFJktS6gTpykjRO/uSiJ3YdgiRJ0kjYkZMkSZKkwljISZIkSVJhLOQkSZIkqTAWcpIkSZJUGAs5SZIkSSqMhZwkSZIkFcZCTpIkSZIKYyEnSZIkSYWxkJMkSZKkwljISZIkSVJhLOQkSZIkqTCRmV3HsKKIuB/4n67j0MhsBb7edRCaaOaY2maOqW3mmNpkfo2nkzNz20pPjG0hp+kSEXsyc0fXcWhymWNqmzmmtpljapP5VR6HVkqSJElSYSzkJEmSJKkwFnIaF1d1HYAmnjmmtpljaps5pjaZX4VxjpwkSZIkFcaOnCRJkiQVxkJOkiRJkgpjISdJkjQGIiK6jkFSOSzkNDIRcUL9vycqDV1EnBkR67qOQ5MtIp4REY/vOg5NrPVdB6DJFhGz9f9ei00ACzm1LiKeGhG3AG8ESFfY0RBFxJMi4pPAm4Djuo5HkykizoqIfwH+FdjUdTyaLBGxMyKuA94eEc9rLralYYmIn4qIvwZeFREbvRabDBZyak1U/hx4P3BNZv5G1zFpIv0h8PeZeVFmfgW806jhiYi5iHgX1bLcbwVuAnbXz3kO1cAiYjfwDuAfgP8CLgW2dBmTJktEnAO8jepG1EnA6yLi/G6j0jB4ElJr6rs9S8BnM/P9ABHxeC9+NAwRMRMRpwLfzcy/qB87LyI2Aw4d0bAsALcCuzLzeuA64IyI6GXm/m5D04R4IvDpzPwb4FpgDvhutyFpwpwF3J6ZH6AaHbUd+KVmyovK5QW1hqoeHnJ630OvAX4yIl4fEbcDbwaujoizu4lQJevPr/oi+uvAroi4ICI+DLyWqmvyO/VrHDqio3bIcezBzPzbzPxe/XkP2JeZP/CmlNZihfPkJ4BLIuINwB3AicA7IuKSTgJU8VbIsc8DmyPixMz8FtWNgnngwk4C1NB4EtJQRMTmiPgn4GPAL0TEIkBmfgd4O3Ax8PvALwP3Ai+MiG1dxauyHCG/3kd1h/G9mXk+8G5gZ0Ts7CxgFWmlPMvMrIeJN+fLW4GLImKLHTkdjRXyawkgM+8Eng+cArwiM3cDtwPPj4gzOgpXBTpcjlEVct8BrqnnYj4G+CzVqClHrxTMQk7Dskg1d+SV9cfPap7IzLcCuzPztsx8GPgwsAN4qItAVaTD5hdwPdUFUDOnZA9wH/DwCOPTZFgxz7Kyvy7m7qlfc05XQapYh+bXruaJzPx3YBtVfkE1l2kj8OBoQ1ThDncM+wLwauBPgQ9l5kXA3dTzfR29Ui4LOa1ZRLw4Is6JiGPqRSauAj4I7KUaTnlS89q6ld84G/gysG+kAasoq8ivRwFk5ueohlJeHhFbqRYK+AngGx2FroKs9jgWEVF34BbqL93bPN5F3CrDUeTXAvAp4DfrLz2XahXevR2ErYIcIcee1uRYZj6SmR/PzL+rv/Rs4MZuotawWMjpqNRDjE6MiI8DlwG/CrwzIrZm5t7MfAi4mao78py+r1uIiN0RsQc4H7gyMz1BaZm15ldmvgf4AHAF8ELgpZn5vyN/AyrCWvKsHmI5m5kPUp07dzaPd/MuNK6OMr/OBahHq3wUWIqI26imIVyemV/r5l1onK31XFl/7TMj4jNUHeHrRx27hstCTqtWX8Qk1XCPr2TmucDLgW9S3QECIDNvpxoe8mMRsSki1tcnqUeAN2Xmz2bm50f/DjTO1pBfT6jza2P9+FuAV2Xm+Zn5HyN/AyrCAMexDZnZjCL49cy8YrSRqwRrPI5trs+Td1NdlL8kM8/NzP8c/TvQuBvgGLZYP/XfwOvrc+U9Iw1eQxfeTNSRRLUx6RuplnS/ATgGuDgzL6ufnwG+CvxiZt5aP7ZEtUHzM4DHAk/NzK92EL7G3ID59XTgZMwvHYF5pjYN6Tx5VrMXpnSoIR3Dzs7ML3cQvlpiR04/UlSbSH6Gqj3/RaqDyPeBZ0fE0+DAMvBX1P8aFwCvAO4EnujFj1YyhPy6C/NLR2CeqU1DPE9axGlFQzyGWcRNmF7XAWjs7Qf+LDOvBYiIpwKPA94AvBM4u74L9GHgORFxSt2q3ws8NzNv6yZsFcL80iiYZ2qT+aW2mWNakR05HclngA/WLX2o9rZ5bGZeDcxGxCvru0CPptok9x6AzPyIBw6tgvmlUTDP1CbzS20zx7QiCzn9SJn5UGY+3DfJ/zzg/vrjXwPOiIjrqVYMvANcjlurZ35pFMwztcn8UtvMMR2OQyu1KvVdoAS2Uy2RDPAA8DqqPbu+1IzvdzluHS3zS6NgnqlN5pfaZo7pUHbktFr7gTng68CT6js/rwf2Z+YnnaStAZlfGgXzTG0yv9Q2c0zLuP2AVi0idgKfqv+9L6tNmKWhML80CuaZ2mR+qW3mmPpZyGnVIuLRwIuAt2S1wbc0NOaXRsE8U5vML7XNHFM/CzlJkiRJKoxz5CRJkiSpMBZykiRJklQYCzlJkiRJKoyFnCRJkiQVxkJOkjRVImJfRNwZEXdHxF0R8ZqI+JHnw4g4JSJ+ZVQxSpJ0JBZykqRp873MfEpmngmcB/w08EdH+JpTAAs5SdLYcPsBSdJUiYjvZuZS3+enAp8GtgInA9cCi/XTl2fmpyLi34AzgC8B1wBvBa4EdgMLwNsz810jexOSpKlnISdJmiqHFnL1Y98GngA8AOzPzL0RcRrwgczcERG7gddm5s/Ur38ZcHxmvikiFoDbgUsy80sjfTOSpKnV6zoASZLGyBzwtoh4CrAPOCbRvTAAAAD0SURBVP0wr3se8KSIuLj+fBNwGlXHTpKk1lnISZKmWj20ch/wNaq5cvcBT6aaR773cF8GvDIzbxpJkJIkHcLFTiRJUysitgF/Bbwtq7kGm4B7M3M/8CJgtn7pA8DGvi+9CXh5RMzV3+f0iFhEkqQRsSMnSZo26yPiTqphlD+gWtzkLfVz7wCui4gXAzcCD9aPfw7YFxF3AVcDf0m1kuUdERHA/cCFo3oDkiS52IkkSZIkFcahlZIkSZJUGAs5SZIkSSqMhZwkSZIkFcZCTpIkSZIKYyEnSZIkSYWxkJMkSZKkwljISZIkSVJhLOQkSZIkqTD/D49spVgrMo2zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams['figure.figsize'] = 15, 6\n",
    "df.plot(y='NDVI',x='Date')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
